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ORCIDBjörn W. Schuller
Björn Wolfgang Schuller
Person information
- affiliation: Imperial College London, GLAM, UK
- affiliation: University of Augsburg, Department of Computer Science, Germany
- affiliation (former): University of Passau, Faculty of Computer Science and Mathematics, Germany
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2020 – today
- 2025
[j292]Siddique Latif
, Muhammad Usama, Mohammad Ibrahim Malik, Björn W. Schuller:
Can Large Language Models Aid in Annotating Speech Emotional Data? Uncovering New Frontiers [Research Frontier]. IEEE Comput. Intell. Mag. 20(1): 66-77 (2025)- [j291]Andreas Triantafyllopoulos, Anika A. Spiesberger, Iosif Tsangko, Xin Jing, Verena Distler, Felix Dietz, Florian Alt, Björn W. Schuller:
Vishing: Detecting social engineering in spoken communication - A first survey & urgent roadmap to address an emerging societal challenge. Comput. Speech Lang. 94: 101802 (2025) - [j290]Mohammad Nadeem, Shahab Saquib Sohail, Erik Cambria, Björn W. Schuller, Amir Hussain:
Gender Bias in Text-to-Video Generation Models: A Case Study of Sora. IEEE Intell. Syst. 40(3): 10-15 (2025) - [j289]Qiyang Sun, Alican Akman, Björn W. Schuller:
Explainable Artificial Intelligence for Medical Applications: A Review. ACM Trans. Comput. Heal. 6(2): 17:1-17:31 (2025) - [j288]Zhipeng Yin, Xinzhou Xu, Björn W. Schuller:
Request and complaint recognition in call-center speech using a pointwise-convolution recurrent network. Int. J. Speech Technol. 28(1): 129-139 (2025) - [j287]Sicheng Zhao, Jing Jiang, Wenbo Tang, Jiankun Zhu, Hui Chen, Pengfei Xu, Björn W. Schuller, Jianhua Tao, Hongxun Yao, Guiguang Ding:
Multi-source multi-modal domain adaptation. Inf. Fusion 117: 102862 (2025) - [j286]Rizwan Abbas, Björn W. Schuller, Xuewei Li, Chi Lin, Xi Li:
Emotion recognition in live broadcasting: a multimodal deep learning framework. Multim. Syst. 31(3): 253 (2025) - [j285]Qiyang Sun, Alican Akman, Xin Jing, Manuel Milling, Björn W. Schuller:
Audio-Based Kinship Verification Using Age Domain Conversion. IEEE Signal Process. Lett. 32: 301-305 (2025) - [j284]Alican Akman, Qiyang Sun, Björn W. Schuller:
Improving Audio Explanations Using Audio Language Models. IEEE Signal Process. Lett. 32: 741-745 (2025) - [j283]Jiangjian Xie, Yingqi Wang, Xinyuan Qian, Junguo Zhang, Björn W. Schuller:
Improving Bird Vocalization Recognition in Open-Set Cross-Corpus Scenarios With Semantic Feature Reconstruction and Dual Strategy Scoring. IEEE Signal Process. Lett. 32: 1515-1519 (2025) - [j282]Lukas Christ, Shahin Amiriparian, Alexander Kathan, Niklas Müller, Andreas König, Björn W. Schuller:
Towards Multimodal Prediction of Spontaneous Humor: A Novel Dataset and First Results. IEEE Trans. Affect. Comput. 16(2): 844-860 (2025) - [j281]Yi Chang, Zhao Ren, Zixing Zhang, Xin Jing, Kun Qian, Xi Shao, Bin Hu, Tanja Schultz, Björn W. Schuller:
STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition. IEEE Trans. Affect. Comput. 16(2): 861-874 (2025) - [j280]Tianhao Yan, Hao Meng, Emilia Parada-Cabaleiro, Jianhua Tao, Taihao Li, Björn W. Schuller:
A Residual Multi-Scale Convolutional Neural Network With Transformers for Speech Emotion Recognition. IEEE Trans. Affect. Comput. 16(2): 915-932 (2025) - [j279]Ziwen Sun, Jian Kang, Kun Qian, Björn W. Schuller, Bin Hu:
Creating Healthier Living Environments: The Role of Soundscapes in Promoting Mental Health and Well-Being. IEEE Trans. Comput. Soc. Syst. 12(1): 2-10 (2025) - [j278]Xiaohong Guan, Xiaobing Li, Björn W. Schuller, Xinran Zhang:
Guest Editorial: Special Issue on Music Intelligence and Social Computation. IEEE Trans. Comput. Soc. Syst. 12(2): 847-850 (2025) - [j277]Mingyue Niu, Xu Wang, Jibing Gong, Bin Liu, Jianhua Tao, Björn W. Schuller:
Depression Scale Dictionary Decomposition Framework for Multimodal Automatic Depression Level Prediction. IEEE Trans. Circuits Syst. Video Technol. 35(6): 6195-6210 (2025) - [j276]Fuze Tian, Haojie Zhang, Yang Tan, Lixian Zhu, Lin Shen, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
An On-Board Executable Multi-Feature Transfer-Enhanced Fusion Model for Three-Lead EEG Sensor-Assisted Depression Diagnosis. IEEE J. Biomed. Health Informatics 29(1): 152-165 (2025) - [j275]Wen Qi, Xiangmin Xu, Kun Qian, Björn W. Schuller, Giancarlo Fortino, Andrea Aliverti:
A Review of AIoT-Based Human Activity Recognition: From Application to Technique. IEEE J. Biomed. Health Informatics 29(4): 2425-2438 (2025) - [c698]Xiangheng He, Junjie Chen, Zixing Zhang, Björn W. Schuller:
ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis. AAAI 2025: 24041-24049 - [c697]Adria Mallol-Ragolta, Monica González Machorro, Ricarda von Heynitz, Katia Scherzer, Isabell Cordts, Björn W. Schuller:
Early Detection of ALS in Absence of Speech Impairments with Computer Audition. AIME (1) 2025: 273-282 - [c696]Pascal Hecker, Monica González Machorro, Hesam Sagha, Saumya Dudeja, Matthias Kahlau, Florian Eyben, Björn W. Schuller, Bert Arnrich:
Mental Wellbeing at Sea: A Prototype to Collect Speech Data in Maritime Settings. BIOSTEC (2): HEALTHINF 2025: 29-40 - [c695]Iosif Tsangko, Andreas Triantafyllopoulos, Evangelos Kyriakidis, George Margetis, Björn W. Schuller:
Large Language Models for the Analysis of Project Proposals. HCI (55) 2025: 408-420 - [c694]Zixing Zhang, Jiajun Li, Bin Wang, Yiming Liu, Huan Zhao, Björn W. Schuller:
XDGesture: An xLSTM-based Diffusion Model for Co-speech Gesture Generation. ICASSP 2025: 1-5 - [c693]Rui Liu, Xiaofen Xing, Zheng Lian, Haizhou Li, Björn W. Schuller, Haolin Zuo:
MEIJU - The 1st Multimodal Emotion and Intent Joint Understanding Challenge. ICASSP 2025: 1-2 - [c692]Alican Akman, Qiyang Sun, Björn W. Schuller:
Audio Explanation Synthesis with Generative Foundation Models. ICASSP 2025: 1-5 - [c691]Zirui Ge, Xinzhou Xu, Haiyan Guo, Zhen Yang, Björn W. Schuller:
GNCL: A Graph Neural Network with Consistency Loss for Segment-Level Spoofed Speech Detection. ICASSP 2025: 1-5 - [c690]Xin Jing, Kun Zhou, Andreas Triantafyllopoulos, Björn W. Schuller:
Enhancing Emotional Text-to-Speech Controllability with Natural Language Guidance through Contrastive Learning and Diffusion Models. ICASSP 2025: 1-5 - [c689]Iosif Tsangko, Andreas Triantafyllopoulos, Michael Müller, Hendrik Schröter, Björn W. Schuller:
DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids. ICASSP 2025: 1-5 - [c688]Zixing Zhang, Yimeng Wu, Zhongren Dong, Wulong Xiang, Shengfan Shen, Björn W. Schuller:
SSE: A Speaking Style Extractor Based on Fine-Grained Contrastive Learning between Speech and Descriptive Text. ICASSP 2025: 1-5 - [c687]Emran Y. Alturki, Aydin Javadov, Qiyang Sun, Björn W. Schuller:
Adaptive Confidence-Weighted LLM Infusion for Financial Reinforcement Learning. IDS 2025: 79-82 - [i247]Mohammad Nadeem, Shahab Saquib Sohail, Erik Cambria, Björn W. Schuller, Amir Hussain:
Gender Bias in Text-to-Video Generation Models: A case study of Sora. CoRR abs/2501.01987 (2025) - [i246]Zijiang Yang, Meishu Song, Xin Jing, Haojie Zhang, Kun Qian, Bin Hu, Kota Tamada, Toru Takumi, Björn W. Schuller, Yoshiharu Yamamoto:
MADUV: The 1st INTERSPEECH Mice Autism Detection via Ultrasound Vocalization Challenge. CoRR abs/2501.04292 (2025) - [i245]Iosif Tsangko, Andreas Triantafyllopoulos, Michael Müller, Hendrik Schröter, Björn W. Schuller:
DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids. CoRR abs/2501.10525 (2025) - [i244]Thejan Rajapakshe, Rajib Rana, Farina Riaz, Sara Khalifa, Björn W. Schuller:
Representation Learning with Parameterised Quantum Circuits for Advancing Speech Emotion Recognition. CoRR abs/2501.12050 (2025) - [i243]Yupei Li, Zifan Wei, Heng Yu, Huichi Zhou, Björn W. Schuller:
DOTA-ME-CS: Daily Oriented Text Audio-Mandarin English-Code Switching Dataset. CoRR abs/2501.12122 (2025) - [i242]Nikolai Körber, Eduard Kromer, Andreas Siebert, Sascha Hauke, Daniel Mueller-Gritschneder, Björn W. Schuller:
PerCoV2: Improved Ultra-Low Bit-Rate Perceptual Image Compression with Implicit Hierarchical Masked Image Modeling. CoRR abs/2503.09368 (2025) - [i241]Yupei Li, Qiyang Sun, Sunil Munthumoduku Krishna Murthy, Emran Alturki, Björn W. Schuller:
GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations. CoRR abs/2503.20919 (2025) - [i240]Yupei Li, Manuel Milling, Björn W. Schuller:
Neuroplasticity in Artificial Intelligence - An Overview and Inspirations on Drop In & Out Learning. CoRR abs/2503.21419 (2025) - [i239]Zheng Lian, Rui Liu, Kele Xu, Bin Liu, Xuefei Liu, Yazhou Zhang, Xin Liu, Yong Li, Zebang Cheng, Haolin Zuo, Ziyang Ma, Xiaojiang Peng, Xie Chen, Ya Li, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2025: When Affective Computing Meets Large Language Models. CoRR abs/2504.19423 (2025) - [i238]David Funosas, Elodie Massol, Yves Bas, Svenja Schmidt, Dominik Arend, Alexander Gebhard, Luc Barbaro, Sebastian König, Rafael Carbonell Font, David Sannier, Fernand Deroussen, Jérôme Sueur, Christian Roesti, Tomi Trilar, Wolfgang Forstmeier, Lucas Roger, Eloïsa Matheu, Piotr Guzik, Julien Barataud, Laurent Pelozuelo, Stéphane Puissant, Sandra Mueller, Björn W. Schuller, Jose M. Montoya, Andreas Triantafyllopoulos, Maxime Cauchoix:
ECOSoundSet: a finely annotated dataset for the automated acoustic identification of Orthoptera and Cicadidae in North, Central and temperate Western Europe. CoRR abs/2504.20776 (2025) - [i237]Changzeng Fu, Zelin Fu, Qi Zhang, Xinhe Kuang, Jiacheng Dong, Kaifeng Su, Yikai Su, Wenbo Shi, Junfeng Yao, Yuliang Zhao, Shiqi Zhao, Jiadong Wang, Siyang Song, Chaoran Liu, Yuichiro Yoshikawa, Björn W. Schuller, Hiroshi Ishiguro:
The First MPDD Challenge: Multimodal Personality-aware Depression Detection. CoRR abs/2505.10034 (2025) - [i236]Jihwan Lee, Kevin Huang, Kleanthis Avramidis, Simon Pistrosch, Monica González Machorro, Yoonjeong Lee, Björn W. Schuller, Louis Goldstein, Shrikanth Narayanan:
Articulatory Feature Prediction from Surface EMG during Speech Production. CoRR abs/2505.13814 (2025) - [i235]Yupei Li, Shuaijie Shao, Manuel Milling, Björn W. Schuller:
Large Language Models for Depression Recognition in Spoken Language Integrating Psychological Knowledge. CoRR abs/2505.22863 (2025) - [i234]Xin Jing, Jiadong Wang, Iosif Tsangko, Andreas Triantafyllopoulos, Björn W. Schuller:
MELT: Towards Automated Multimodal Emotion Data Annotation by Leveraging LLM Embedded Knowledge. CoRR abs/2505.24493 (2025) - [i233]Jiaming Cheng, Ruiyu Liang, Chao Xu, Ye Ni, Wei Zhou, Björn W. Schuller, Xiaoshuai Hao:
I2S-TFCKD: Intra-Inter Set Knowledge Distillation with Time-Frequency Calibration for Speech Enhancement. CoRR abs/2506.13127 (2025) - [i232]Iosif Tsangko, Andreas Triantafyllopoulos, Adem Abdelmoula, Adria Mallol-Ragolta, Björn W. Schuller:
Reading Smiles: Proxy Bias in Foundation Models for Facial Emotion Recognition. CoRR abs/2506.19079 (2025) - 2024
- [j274]Adria Mallol-Ragolta, Björn W. Schuller:
Coupling Sentiment and Arousal Analysis Towards an Affective Dialogue Manager. IEEE Access 12: 20654-20662 (2024) - [j273]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Berrak Sisman, Björn W. Schuller, Carlos Busso:
emoDARTS: Joint Optimization of CNN and Sequential Neural Network Architectures for Superior Speech Emotion Recognition. IEEE Access 12: 110492-110503 (2024) - [j272]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Björn W. Schuller:
Domain Adapting Deep Reinforcement Learning for Real-World Speech Emotion Recognition. IEEE Access 12: 193101-193114 (2024) - [j271]Andreas Triantafyllopoulos, Anastasia Semertzidou, Meishu Song, Florian B. Pokorny, Björn W. Schuller:
Introducing the COVID-19 YouTube (COVYT) speech dataset featuring the same speakers with and without infection. Biomed. Signal Process. Control. 88(Part A): 105642 (2024) - [j270]Zhao Ren, Yi Chang, Thanh Tam Nguyen, Yang Tan, Kun Qian, Björn W. Schuller:
A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era. IEEE Comput. Intell. Mag. 19(3): 42-57 (2024) - [j269]Helena Bilandzic, Anja Kalch, Susanne Kinnebrock, Benedikt Buchner, Ingo Kollar, Björn W. Schuller:
Discursive Resilience. Datenschutz und Datensicherheit (dud) 48(6): 341-345 (2024) - [j268]Katrin D. Bartl-Pokorny, Claudia Zitta, Markus Beirit, Gunter Vogrinec, Björn W. Schuller, Florian B. Pokorny:
Focused review on artificial intelligence for disease detection in infants. Frontiers Digit. Health 6 (2024) - [j267]Duygun Erol Barkana, Katrin D. Bartl-Pokorny, Hatice Kose, Agnieszka Landowska, Manuel Milling, Ben Robins, Björn W. Schuller, Pinar Uluer, Michal R. Wróbel, Tatjana Zorcec:
Challenges in Observing the Emotions of Children with Autism Interacting with a Social Robot. Int. J. Soc. Robotics 16(11): 2261-2276 (2024) - [j266]Chao Li, Ning Bian, Ziping Zhao, Haishuai Wang, Björn W. Schuller:
Multi-view domain-adaptive representation learning for EEG-based emotion recognition. Inf. Fusion 104: 102156 (2024) - [j265]Jiangjian Xie, Yuwei Shi, Dongming Ni, Manuel Milling, Shuo Liu, Junguo Zhang, Kun Qian, Björn W. Schuller:
Automatic Bird Sound Source Separation Based on Passive Acoustic Devices in Wild Environment. IEEE Internet Things J. 11(9): 16604-16617 (2024) - [j264]Manuel Milling, Shuo Liu, Andreas Triantafyllopoulos, Ilhan Aslan, Björn W. Schuller:
Audio Enhancement for Computer Audition - An Iterative Training Paradigm Using Sample Importance. J. Comput. Sci. Technol. 39(4): 895-911 (2024) - [j263]Harry Coppock, George Nicholson, Ivan Kiskin, Vasiliki Koutra, Kieran Baker, Jobie Budd, Richard Payne, Emma Karoune, David Hurley, Alexander Titcomb, Sabrina Egglestone, Ana Tendero Cañadas, Lorraine Butler, Radka Jersakova, Jonathon Mellor, Selina Patel, Tracey Thornley, Peter Diggle, Sylvia Richardson, Josef Packham, Björn W. Schuller, Davide Pigoli, Steven G. Gilmour, Stephen J. Roberts, Christopher C. Holmes:
Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers. Nat. Mac. Intell. 6(2): 229-242 (2024) - [j262]Mani Kumar Tellamekala, Shahin Amiriparian, Björn W. Schuller, Elisabeth André, Timo Giesbrecht, Michel F. Valstar:
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition. IEEE Trans. Pattern Anal. Mach. Intell. 46(2): 805-822 (2024) - [j261]Georgios Rizos, Jenna Lawson, Simon Mitchell, Pranay Shah, Xin Wen, Cristina Banks-Leite, Robert M. Ewers, Björn W. Schuller:
Propagating variational model uncertainty for bioacoustic call label smoothing. Patterns 5(3): 100932 (2024) - [j260]Georgios Rizos, Jenna L. Lawson, Björn W. Schuller:
Meet the authors: Georgios Rizos, Jenna L. Lawson, and Björn W. Schuller. Patterns 5(3): 100952 (2024) - [j259]Mani Kumar Tellamekala, Ömer Sümer, Björn W. Schuller, Elisabeth André, Timo Giesbrecht, Michel F. Valstar:
Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities? IEEE Trans. Affect. Comput. 15(2): 535-548 (2024) - [j258]Rui Liu, Haolin Zuo, Zheng Lian, Björn W. Schuller, Haizhou Li:
Contrastive Learning Based Modality-Invariant Feature Acquisition for Robust Multimodal Emotion Recognition With Missing Modalities. IEEE Trans. Affect. Comput. 15(4): 1856-1873 (2024) - [j257]Mostafa M. Amin, Rui Mao, Erik Cambria, Björn W. Schuller:
A Wide Evaluation of ChatGPT on Affective Computing Tasks. IEEE Trans. Affect. Comput. 15(4): 2204-2212 (2024) - [j256]Cong Pang, Jingjie Fan, Qifan Shen, Yue Xie, Chengwei Huang, Björn W. Schuller:
Multichannel Speech Enhancement Based on Neural Beamforming and a Context-Focused Post-Filtering Network. IEEE Trans. Cogn. Dev. Syst. 16(3): 973-983 (2024) - [j255]Ruiyu Liang, Yue Xie, Jiaming Cheng, Cong Pang, Björn W. Schuller:
A Non-Invasive Speech Quality Evaluation Algorithm for Hearing Aids With Multi-Head Self-Attention and Audiogram-Based Features. IEEE ACM Trans. Audio Speech Lang. Process. 32: 2166-2176 (2024) - [j254]Jiaming Cheng, Ruiyu Liang, Lin Zhou, Li Zhao, Chengwei Huang, Björn W. Schuller:
Residual Fusion Probabilistic Knowledge Distillation for Speech Enhancement. IEEE ACM Trans. Audio Speech Lang. Process. 32: 2680-2691 (2024) - [j253]Wanyong Qiu, Chen Quan, Lixian Zhu, Yongzi Yu, Zhihua Wang, Yu Ma, Mengkai Sun, Yi Chang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Heart Sound Abnormality Detection From Multi-Institutional Collaboration: Introducing a Federated Learning Framework. IEEE Trans. Biomed. Eng. 71(10): 2802-2813 (2024) - [j252]Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han, Huan Zhao, Björn W. Schuller:
Refashioning Emotion Recognition Modeling: The Advent of Generalized Large Models. IEEE Trans. Comput. Soc. Syst. 11(5): 6690-6704 (2024) - [j251]Mingyue Niu, Ya Li, Jianhua Tao, Xiuzhuang Zhou, Björn W. Schuller:
DepressionMLP: A Multi-Layer Perceptron Architecture for Automatic Depression Level Prediction via Facial Keypoints and Action Units. IEEE Trans. Circuits Syst. Video Technol. 34(9): 8924-8938 (2024) - [j250]Lixian Zhu, Wanyong Qiu, Yu Ma, Fuze Tian, Mengkai Sun, Zhihua Wang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
LEPCNet: A Lightweight End-to-End PCG Classification Neural Network Model for Wearable Devices. IEEE Trans. Instrum. Meas. 73: 1-11 (2024) - [j249]Wanyong Qiu, Yifan Feng, Yuying Li, Yi Chang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Fed-MStacking: Heterogeneous Federated Learning With Stacking Misaligned Labels for Abnormal Heart Sound Detection. IEEE J. Biomed. Health Informatics 28(9): 5055-5066 (2024) - [j248]Chao Li, Feng Wang, Ziping Zhao, Haishuai Wang, Björn W. Schuller:
Attention-Based Temporal Graph Representation Learning for EEG-Based Emotion Recognition. IEEE J. Biomed. Health Informatics 28(10): 5755-5767 (2024) - [j247]Vincent Karas, Dagmar M. Schuller, Björn W. Schuller:
Audiovisual Affect Recognition for Autonomous Vehicles: Applications and Future Agendas. IEEE Trans. Intell. Transp. Syst. 25(6): 4918-4932 (2024) - [c686]Mostafa M. Amin, Björn W. Schuller:
On Prompt Sensitivity of ChatGPT in Affective Computing. ACII 2024: 203-209 - [c685]Lukas Christ, Shahin Amiriparian, Manuel Milling, Ilhan Aslan, Björn W. Schuller:
Modeling Emotional Trajectories in Written Stories Utilizing Transformers and Weakly-Supervised Learning. ACL (Findings) 2024: 7144-7159 - [c684]Nikolai Körber, Eduard Kromer, Andreas Siebert, Sascha Hauke, Daniel Mueller-Gritschneder, Björn W. Schuller:
EGIC: Enhanced Low-Bit-Rate Generative Image Compression Guided by Semantic Segmentation. ECCV (35) 2024: 202-220 - [c683]Alexander Kathan, Shahin Amiriparian, Andreas Triantafyllopoulos, Alexander Gebhard, Sabrina Milkus, Jonas Hohmann, Pauline Muderlak, Jürgen Schottdorf, Richard Musil, Björn W. Schuller:
Personalised Speech-Based PTSD Prediction Using Weighted-Instance Learning. EMBC 2024: 1-4 - [c682]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Angeline J, Karthika R, Björn W. Schuller:
CBAM_SAUNet: A novel attention U-Net for effective segmentation of corner cases. EMBC 2024: 1-4 - [c681]Roneel V. Sharan, Cecilia Mascolo, Björn W. Schuller:
Emotion Recognition from Speech Signals by Mel-Spectrogram and a CNN-RNN. EMBC 2024: 1-4 - [c680]Anika A. Spiesberger, Adria Mallol-Ragolta, Andreas Triantafyllopoulos, Björn W. Schuller:
Towards Predicting Menstrual Cycle Phases Exploiting Paralinguistic Features. EMBC 2024: 1-4 - [c679]Jiahao Ji, Lixian Zhu, Haojie Zhang, Kun Qian, Kele Xu, Zikai Song, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Weight Light, Hear Right: Heart Sound Classification with a Low-Complexity Model. EUSIPCO 2024: 326-330 - [c678]Philipp Wagner, Andreas Triantafyllopoulos, Alexander Gebhard, Björn W. Schuller:
Audio-Based Step-Count Estimation for Running - Windowing and Neural Network Baselines. EUSIPCO 2024: 331-335 - [c677]Meishu Song, Ilhan Aslan, Emilia Parada-Cabaleiro, Zijiang Yang, Elisabeth André, Yoshiharu Yamamoto, Björn W. Schuller:
Lecture Video Highlights Detection from Speech. EUSIPCO 2024: 361-365 - [c676]Gauri Deshpande, Björn W. Schuller:
Analysis of Respiratory Health Indicators in Speech-Breathing-Patterns. EUSIPCO 2024: 371-375 - [c675]Harish Battula, Gauri Deshpande, Sachin Patel, Björn W. Schuller:
Heart Rate from Read-Speech Influenced by Physical Exercise. EUSIPCO 2024: 376-380 - [c674]Meishu Song, Xin Jing, Emilia Parada-Cabaleiro, Zijiang Yang, Yoshiharu Yamamoto, Björn W. Schuller:
Temporal Oriented ResNet for Gaming Dimensional Emotion Prediction. EUSIPCO 2024: 596-600 - [c673]Andreas Triantafyllopoulos, Alexander Gebhard, Manuel Milling, Simon David Noel Rampp, Björn W. Schuller:
An Automatic Analysis of Ultrasound Vocalisations for the Prediction of Interaction Context in Captive Egyptian Fruit Bats. EUSIPCO 2024: 1277-1281 - [c672]Peng Gao, Haojie Zhang, Lin Shen, Yongxin Zhang, Jiang Liu, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Clearer Lub-Dub: A Novel Approach in Heart Sound Denoising Based on Transfer Learning. HealthCom 2024: 1-5 - [c671]Qingrong Wu, Mengkai Sun, Haojie Zhang, Yongxin Zhang, Yiming Liu, Boyang Meng, Kun Qian, Bin Hu, Toru Nakamura, Taishin Nomura, Björn W. Schuller, Yoshiharu Yamamoto:
Inspiration of Prototype Knowledge: Introducing a Meta-Learning Approach to Heart Sound Classification. HealthCom 2024: 1-4 - [c670]Adria Mallol-Ragolta, Anika A. Spiesberger, Andreas Triantafyllopoulos, Björn W. Schuller:
Personalised Anomaly Detectors and Prototypical Representations for Relapse Detection from Wearable-Based Digital Phenotyping. ICASSP Workshops 2024: 103-104 - [c669]Manuel Milling, Andreas Triantafyllopoulos, Iosif Tsangko, Simon David Noel Rampp, Björn Wolfgang Schuller:
Bringing the Discussion of Minima Sharpness to the Audio Domain: A Filter-Normalised Evaluation for Acoustic Scene Classification. ICASSP 2024: 391-395 - [c668]Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller:
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. ICASSP 2024: 861-865 - [c667]Alexander Gebhard, Andreas Triantafyllopoulos, Teresa Bez, Lukas Christ, Alexander Kathan, Björn W. Schuller:
Exploring Meta Information for Audio-Based Zero-Shot Bird Classification. ICASSP 2024: 1211-1215 - [c666]Chengyu Yuan, Hao Xiong, Guoqing Shangguan, Hualei Shen, Dong Liu, Haojie Zhang, Zhonghua Liu, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto, Shlomo Berkovsky:
Deep Fusion of Shifted MLP and CNN for Medical Image Segmentation. ICASSP 2024: 1676-1680 - [c665]Alican Akman, Björn W. Schuller:
AttHear: Explaining Audio Transformers Using Attention-Aware NMF. ICASSP 2024: 7015-7019 - [c664]Chia-Hsin Lin, Charles Jones, Björn W. Schuller, Harry Coppock, Alican Akman:
Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in Audio. ICASSP 2024: 7450-7454 - [c663]Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han, Jianjun Ou, Björn W. Schuller:
HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. ICASSP 2024: 11246-11250 - [c662]Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Björn W. Schuller:
Customising General Large Language Models for Specialised Emotion Recognition Tasks. ICASSP 2024: 11326-11330 - [c661]Yong Wang, Cheng Lu, Hailun Lian, Yan Zhao, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Speech Swin-Transformer: Exploring a Hierarchical Transformer with Shifted Windows for Speech Emotion Recognition. ICASSP 2024: 11646-11650 - [c660]Cheng Lu, Yuan Zong, Hailun Lian, Yan Zhao, Björn W. Schuller, Wenming Zheng:
Improving Speaker-Independent Speech Emotion Recognition using Dynamic Joint Distribution Adaptation. ICASSP 2024: 11696-11700 - [c659]Yan Zhao, Jincen Wang, Cheng Lu, Sunan Li, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Emotion-Aware Contrastive Adaptation Network for Source-Free Cross-Corpus Speech Emotion Recognition. ICASSP 2024: 11846-11850 - [c658]Xiangheng He, Junjie Chen, Björn W. Schuller:
Task Selection and Assignment for Multi-Modal Multi-Task Dialogue Act Classification with Non-Stationary Multi-Armed Bandits. ICASSP 2024: 12091-12095 - [c657]Fabien Ringeval, Björn W. Schuller, Gérard Bailly, Safaa Azzakhnini, Hippolyte Fournier:
EVAC 2024 - Empathic Virtual Agent Challenge: Appraisal-based Recognition of Affective States. ICMI 2024: 677-683 - [c656]Gauri Deshpande, Björn W. Schuller:
The Effect of Lung Volume on Glottal Parameters: An Empirical Study. ICPR (20) 2024: 304-315 - [c655]Ziping Zhao, Shizhao Liu, Mingyue Niu, Haishuai Wang, Björn W. Schuller:
Dense Coordinate Channel Attention Network for Depression Level Estimation from Speech. ICPR (13) 2024: 402-413 - [c654]Ziping Zhao, Tian Gao, Haishuai Wang, Björn W. Schuller:
MFDR: Multiple-stage Fusion and Dynamically Refined Network for Multimodal Emotion Recognition. INTERSPEECH 2024 - [c653]Cheng Lu, Yuan Zong, Yan Zhao, Hailun Lian, Tianhua Qi, Björn W. Schuller, Wenming Zheng:
Hierarchical Distribution Adaptation for Unsupervised Cross-corpus Speech Emotion Recognition. INTERSPEECH 2024 - [c652]Shahin Amiriparian, Filip Packan, Maurice Gerczuk, Björn W. Schuller:
ExHuBERT: Enhancing HuBERT Through Block Extension and Fine-Tuning on 37 Emotion Datasets. INTERSPEECH 2024 - [c651]Lukas Christ, Shahin Amiriparian, Friederike Hawighorst, Ann-Kathrin Schill, Angelo Boutalikakis, Lorenz Graf-Vlachy, Andreas König, Björn W. Schuller:
This Paper Had the Smartest Reviewers - Flattery Detection Utilising an Audio-Textual Transformer-Based Approach. INTERSPEECH 2024 - [c650]Zirui Ge, Xinzhou Xu, Haiyan Guo, Tingting Wang, Zhen Yang, Björn W. Schuller:
DGPN: A Dual Graph Prototypical Network for Few-Shot Speech Spoofing Algorithm Recognition. INTERSPEECH 2024 - [c649]Maurice Gerczuk, Shahin Amiriparian, Justina Lutz, Wolfgang Strube, Irina Papazova, Alkomiet Hasan, Björn W. Schuller:
Exploring Gender-Specific Speech Patterns in Automatic Suicide Risk Assessment. INTERSPEECH 2024 - [c648]Xin Jing, Andreas Triantafyllopoulos, Björn W. Schuller:
ParaCLAP - Towards a general language-audio model for computational paralinguistic tasks. INTERSPEECH 2024 - [c647]Xin Jing, Luyang Zhang, Jiangjian Xie, Alexander Gebhard, Alice Baird, Björn W. Schuller:
DB3V: A Dialect Dominated Dataset of Bird Vocalisation for Cross-corpus Bird Species Recognition. INTERSPEECH 2024 - [c646]Stefan Kalabakov, Monica González Machorro, Florian Eyben, Björn W. Schuller, Bert Arnrich:
A Comparative Analysis of Federated Learning for Speech-Based Cognitive Decline Detection. INTERSPEECH 2024 - [c645]Alexander Kathan, Martin Bürger, Andreas Triantafyllopoulos, Sabrina Milkus, Jonas Hohmann, Pauline Muderlak, Jürgen Schottdorf, Richard Musil, Björn W. Schuller, Shahin Amiriparian:
Real-world PTSD Recognition: A Cross-corpus and Cross-linguistic Evaluation. INTERSPEECH 2024 - [c644]Siddique Latif, Raja Jurdak, Björn W. Schuller:
Evaluating Transformer-Enhanced Deep Reinforcement Learning for Speech Emotion Recognition. INTERSPEECH 2024 - [c643]Liuxian Ma, Lin Shen, Ruobing Li, Haojie Zhang, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
E-ODN: An Emotion Open Deep Network for Generalised and Adaptive Speech Emotion Recognition. INTERSPEECH 2024 - [c642]Xihang Qiu, Lixian Zhu, Zikai Song, Zeyu Chen, Haojie Zhang, Kun Qian, Ye Zhang, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Study Selectively: An Adaptive Knowledge Distillation based on a Voting Network for Heart Sound Classification. INTERSPEECH 2024 - [c641]Oliver Schrüfer, Manuel Milling, Felix Burkhardt, Florian Eyben, Björn W. Schuller:
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition. INTERSPEECH 2024 - [c640]Anika A. Spiesberger, Andreas Triantafyllopoulos, Alexander Kathan, Anastasia Semertzidou, Caterina Gawrilow, Tilman Reinelt, Wolfgang A. Rauch, Björn W. Schuller:
"So . . . my child . . . " - How Child ADHD Influences the Way Parents Talk. INTERSPEECH 2024 - [c639]Andreas Triantafyllopoulos, Anton Batliner, Wolfgang Mayr, Markus Fendler, Florian B. Pokorny, Maurice Gerczuk, Shahin Amiriparian, Thomas M. Berghaus, Björn W. Schuller:
Sustained Vowels for Pre- vs Post-Treatment COPD Classification. INTERSPEECH 2024 - [c638]Andreas Triantafyllopoulos, Anton Batliner, Simon David Noel Rampp, Manuel Milling, Björn W. Schuller:
INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition. INTERSPEECH 2024 - [c637]Andreas Triantafyllopoulos, Björn W. Schuller:
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition. INTERSPEECH 2024 - [c636]Zhaoyu Wang, Haohe Liu, Harry Coppock, Björn W. Schuller, Mark D. Plumbley:
Neural Compression Augmentation for Contrastive Audio Representation Learning. INTERSPEECH 2024 - [c635]Patrick Purucker, Christian Reil, Alfred Höß, Björn W. Schuller:
Deep Neural Quality of Service Prediction for Unmanned Aircraft System Communications. IWCMC 2024: 804-810 - [c634]Haoyu Chen, Björn W. Schuller, Ehsan Adeli, Guoying Zhao:
The 2nd Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA) 2024: Dataset and Results. MiGA@IJCAI 2024 - [c633]Zheng Lian, Bin Liu, Rui Liu, Kele Xu, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MRAC'24 Track 2: 2nd International Workshop on Multimodal and Responsible Affective Computing. MRAC@MM 2024: 39-40 - [c632]Zheng Lian, Haiyang Sun, Licai Sun, Zhuofan Wen, Siyuan Zhang, Shun Chen, Hao Gu, Jinming Zhao, Ziyang Ma, Xie Chen, Jiangyan Yi, Rui Liu, Kele Xu, Bin Liu, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition. MRAC@MM 2024: 41-48 - [c631]Shahin Amiriparian, Lukas Christ, Alexander Kathan, Maurice Gerczuk, Niklas Müller, Steffen Klug, Lukas Stappen, Andreas König, Erik Cambria, Björn W. Schuller, Simone Eulitz:
The MuSe 2024 Multimodal Sentiment Analysis Challenge: Social Perception and Humor Recognition. MuSe@ACM Multimedia 2024: 1-9 - [c630]Lukas Christ, Shahin Amiriparian, Andreas König, Simone Eulitz, Erik Cambria, Björn W. Schuller:
MuSe '24: The 5th Multimodal Sentiment Analysis Challenge and Workshop: Social Perception & Humor. MuSe@ACM Multimedia 2024: 10-11 - [c629]Felix Burkhardt, Bagus Tris Atmaja, Anna Derington, Florian Eyben, Björn W. Schuller:
Check Your Audio Data: Nkululeko for Bias Detection. O-COCOSDA 2024: 1-6 - [c628]Selim Solmaz, Pamela Innerwinkler, Michal Wójcik, Kailin Tong, Elena Politi, George Dimitrakopoulos, Patrick Purucker, Alfred Höß, Björn W. Schuller, Reiner John:
Robust Robotic Search and Rescue in Harsh Environments: An Example and Open Challenges. ROSE 2024: 1-8 - [e27]Haoyu Chen, Björn W. Schuller, Ehsan Adeli, Guoying Zhao:
Proceedings of IJCAI 2024 Workshop&Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA 2024) co-located with 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024), Jeju, Korea, August 04, 2024. CEUR Workshop Proceedings 3848, CEUR-WS.org 2024 [contents] - [e26]Jianhua Tao, Shreya Ghosh, Zheng Lian, Zhixi Cai, Björn W. Schuller, Abhinav Dhall, Guoying Zhao, Dimitrios Kollias, Erik Cambria, Roland Goecke, Tom Gedeon:
Proceedings of the 2nd International Workshop on Multimodal and Responsible Affective Computing, MRAC 2024, Melbourne VIC, Australia, 28 October 2024- 1 November 2024. ACM 2024, ISBN 979-8-4007-1203-6 [contents] - [e25]Shahin Amiriparian, Lukas Christ, Simone Eulitz, Andreas König, Erik Cambria, Björn W. Schuller:
Proceedings of the 5th on Multimodal Sentiment Analysis Challenge and Workshop: Social Perception and Humor, MuSe2024, Melbourne, VIC, Australia, 28 October 2024- 1 November 2024. ACM 2024, ISBN 979-8-4007-1199-2 [contents] - [i231]Cheng Lu, Yuan Zong, Hailun Lian, Yan Zhao, Björn W. Schuller, Wenming Zheng:
Improving Speaker-independent Speech Emotion Recognition Using Dynamic Joint Distribution Adaptation. CoRR abs/2401.09752 (2024) - [i230]Yong Wang, Cheng Lu, Hailun Lian, Yan Zhao, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Speech Swin-Transformer: Exploring a Hierarchical Transformer with Shifted Windows for Speech Emotion Recognition. CoRR abs/2401.10536 (2024) - [i229]Yan Zhao, Jincen Wang, Cheng Lu, Sunan Li, Björn W. Schuller, Yuan Zong, Wenming Zheng:
Emotion-Aware Contrastive Adaptation Network for Source-Free Cross-Corpus Speech Emotion Recognition. CoRR abs/2401.12925 (2024) - [i228]Yi Chang, Zhao Ren, Zixing Zhang, Xin Jing, Kun Qian, Xi Shao, Bin Hu, Tanja Schultz, Björn W. Schuller:
STAA-Net: A Sparse and Transferable Adversarial Attack for Speech Emotion Recognition. CoRR abs/2402.01227 (2024) - [i227]Mostafa M. Amin, Björn W. Schuller:
On Prompt Sensitivity of ChatGPT in Affective Computing. CoRR abs/2403.14006 (2024) - [i226]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Berrak Sisman, Björn W. Schuller, Carlos Busso:
emoDARTS: Joint Optimisation of CNN & Sequential Neural Network Architectures for Superior Speech Emotion Recognition. CoRR abs/2403.14083 (2024) - [i225]Shahin Amiriparian, Maurice Gerczuk, Justina Lutz, Wolfgang Strube, Irina Papazova, Alkomiet Hasan, Alexander Kathan, Björn W. Schuller:
Enhancing Suicide Risk Assessment: A Speech-Based Automated Approach in Emergency Medicine. CoRR abs/2404.12132 (2024) - [i224]Zheng Lian, Haiyang Sun, Licai Sun, Zhuofan Wen, Siyuan Zhang, Shun Chen, Hao Gu, Jinming Zhao, Ziyang Ma, Xie Chen, Jiangyan Yi, Rui Liu, Kele Xu, Bin Liu, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition. CoRR abs/2404.17113 (2024) - [i223]Andreas Triantafyllopoulos, Björn W. Schuller:
Expressivity and Speech Synthesis. CoRR abs/2404.19363 (2024) - [i222]Zhongren Dong, Zixing Zhang, Weixiang Xu, Jing Han, Jianjun Ou, Björn W. Schuller:
HAFFormer: A Hierarchical Attention-Free Framework for Alzheimer's Disease Detection From Spontaneous Speech. CoRR abs/2405.03952 (2024) - [i221]Zixing Zhang, Tao Pang, Jing Han, Björn W. Schuller:
Intelligent Cardiac Auscultation for Murmur Detection via Parallel-Attentive Models with Uncertainty Estimation. CoRR abs/2405.03953 (2024) - [i220]Rong Gao, Xin Liu, Bohao Xing, Zitong Yu, Björn W. Schuller, Heikki Kälviäinen:
Identity-free Artificial Emotional Intelligence via Micro-Gesture Understanding. CoRR abs/2405.13206 (2024) - [i219]Lukas Christ, Shahin Amiriparian, Manuel Milling, Ilhan Aslan, Björn W. Schuller:
Modeling Emotional Trajectories in Written Stories Utilizing Transformers and Weakly-Supervised Learning. CoRR abs/2406.02251 (2024) - [i218]Andreas Triantafyllopoulos, Alexander Gebhard, Manuel Milling, Simon David Noel Rampp, Björn W. Schuller:
An automatic analysis of ultrasound vocalisations for the prediction of interaction context in captive Egyptian fruit bats. CoRR abs/2406.06332 (2024) - [i217]Philipp Wagner, Andreas Triantafyllopoulos, Alexander Gebhard, Björn W. Schuller:
Audio-based Step-count Estimation for Running - Windowing and Neural Network Baselines. CoRR abs/2406.06339 (2024) - [i216]Andreas Triantafyllopoulos, Anton Batliner, Wolfgang Mayr, Markus Fendler, Florian B. Pokorny, Maurice Gerczuk, Shahin Amiriparian, Thomas M. Berghaus, Björn W. Schuller:
Sustained Vowels for Pre- vs Post-Treatment COPD Classification. CoRR abs/2406.06355 (2024) - [i215]Andreas Triantafyllopoulos, Anton Batliner, Simon David Noel Rampp, Manuel Milling, Björn W. Schuller:
INTERSPEECH 2009 Emotion Challenge Revisited: Benchmarking 15 Years of Progress in Speech Emotion Recognition. CoRR abs/2406.06401 (2024) - [i214]Andreas Triantafyllopoulos, Björn W. Schuller:
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition. CoRR abs/2406.06665 (2024) - [i213]Xin Jing, Andreas Triantafyllopoulos, Björn W. Schuller:
ParaCLAP - Towards a general language-audio model for computational paralinguistic tasks. CoRR abs/2406.07203 (2024) - [i212]Shahin Amiriparian, Lukas Christ, Alexander Kathan, Maurice Gerczuk, Niklas Müller, Steffen Klug, Lukas Stappen, Andreas König, Erik Cambria, Björn W. Schuller, Simone Eulitz:
The MuSe 2024 Multimodal Sentiment Analysis Challenge: Social Perception and Humor Recognition. CoRR abs/2406.07753 (2024) - [i211]Xin Jing, Luyang Zhang, Jiangjian Xie, Alexander Gebhard, Alice Baird, Björn W. Schuller:
DB3V: A Dialect Dominated Dataset of Bird Vocalisation for Cross-corpus Bird Species Recognition. CoRR abs/2406.08517 (2024) - [i210]Shahin Amiriparian, Filip Packan, Maurice Gerczuk, Björn W. Schuller:
ExHuBERT: Enhancing HuBERT Through Block Extension and Fine-Tuning on 37 Emotion Datasets. CoRR abs/2406.10275 (2024) - [i209]Yi Chang, Zhao Ren, Zhonghao Zhao, Thanh Tam Nguyen, Kun Qian, Tanja Schultz, Björn W. Schuller:
Speech Emotion Recognition under Resource Constraints with Data Distillation. CoRR abs/2406.15119 (2024) - [i208]Lukas Christ, Shahin Amiriparian, Friederike Hawighorst, Ann-Kathrin Schill, Angelo Boutalikakis, Lorenz Graf-Vlachy, Andreas König, Björn W. Schuller:
This Paper Had the Smartest Reviewers - Flattery Detection Utilising an Audio-Textual Transformer-Based Approach. CoRR abs/2406.17667 (2024) - [i207]Oliver Schrüfer, Manuel Milling, Felix Burkhardt, Florian Eyben, Björn W. Schuller:
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition. CoRR abs/2407.01143 (2024) - [i206]Rui Liu, Haolin Zuo, Zheng Lian, Xiaofen Xing, Björn W. Schuller, Haizhou Li:
Emotion and Intent Joint Understanding in Multimodal Conversation: A Benchmarking Dataset. CoRR abs/2407.02751 (2024) - [i205]Maurice Gerczuk, Shahin Amiriparian, Justina Lutz, Wolfgang Strube, Irina Papazova, Alkomiet Hasan, Björn W. Schuller:
Exploring Gender-Specific Speech Patterns in Automatic Suicide Risk Assessment. CoRR abs/2407.11012 (2024) - [i204]Andreas Triantafyllopoulos, Iosif Tsangko, Alexander Gebhard, Annamaria Mesaros, Tuomas Virtanen, Björn W. Schuller:
Computer Audition: From Task-Specific Machine Learning to Foundation Models. CoRR abs/2407.15672 (2024) - [i203]Anika A. Spiesberger, Andreas Triantafyllopoulos, Iosif Tsangko, Björn W. Schuller:
Abusive Speech Detection in Indic Languages Using Acoustic Features. CoRR abs/2407.20808 (2024) - [i202]Manuel Milling, Shuo Liu, Andreas Triantafyllopoulos, Ilhan Aslan, Björn W. Schuller:
Audio Enhancement for Computer Audition - An Iterative Training Paradigm Using Sample Importance. CoRR abs/2408.06264 (2024) - [i201]Dionyssos Kounadis-Bastian, Oliver Schrüfer, Anna Derington, Hagen Wierstorf, Florian Eyben, Felix Burkhardt, Björn W. Schuller:
Wav2Small: Distilling Wav2Vec2 to 72K parameters for Low-Resource Speech emotion recognition. CoRR abs/2408.13920 (2024) - [i200]Mohammad Nadeem, Shahab Saquib Sohail, Erik Cambria, Björn W. Schuller, Amir Hussain:
Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation. CoRR abs/2409.00105 (2024) - [i199]Xin Jing, Kun Zhou, Andreas Triantafyllopoulos, Björn W. Schuller:
Enhancing Emotional Text-to-Speech Controllability with Natural Language Guidance through Contrastive Learning and Diffusion Models. CoRR abs/2409.06451 (2024) - [i198]Björn W. Schuller, Adria Mallol-Ragolta, Alejandro Peña Almansa, Iosif Tsangko, Mostafa M. Amin, Anastasia Semertzidou, Lukas Christ, Shahin Amiriparian:
Affective Computing Has Changed: The Foundation Model Disruption. CoRR abs/2409.08907 (2024) - [i197]Zhengxin Joseph Ye, Björn W. Schuller:
Trading through Earnings Seasons using Self-Supervised Contrastive Representation Learning. CoRR abs/2409.17392 (2024) - [i196]Nikolai Körber, Eduard Kromer, Andreas Siebert, Sascha Hauke, Daniel Mueller-Gritschneder, Björn W. Schuller:
PerCo (SD): Open Perceptual Compression. CoRR abs/2409.20255 (2024) - [i195]Alican Akman, Qiyang Sun, Björn W. Schuller:
Audio Explanation Synthesis with Generative Foundation Models. CoRR abs/2410.07530 (2024) - [i194]Qiyang Sun, Alican Akman, Xin Jing, Manuel Milling, Björn W. Schuller:
Audio-based Kinship Verification Using Age Domain Conversion. CoRR abs/2410.11120 (2024) - [i193]Simon David Noel Rampp, Manuel Milling, Andreas Triantafyllopoulos, Björn W. Schuller:
Does the Definition of Difficulty Matter? Scoring Functions and their Role for Curriculum Learning. CoRR abs/2411.00973 (2024) - [i192]Klaus R. Scherer, Felix Burkhardt, Uwe D. Reichel, Florian Eyben, Björn W. Schuller:
Using voice analysis as an early indicator of risk for depression in young adults. CoRR abs/2411.11541 (2024) - [i191]Andreas Triantafyllopoulos, Yannik Terhorst, Iosif Tsangko, Florian B. Pokorny, Katrin D. Bartl-Pokorny, Lennart Seizer, Ayal Klein, Jenny Chim, Dana Atzil-Slonim, Maria Liakata, Markus Bühner, Johanna Löchner, Björn W. Schuller:
Large language models for mental health. CoRR abs/2411.11880 (2024) - [i190]Kazi Nazmul Haque, Rajib Rana, Tasnim Jarin, Björn W. Schuller:
Raw Audio Classification with Cosine Convolutional Neural Network (CosCovNN). CoRR abs/2412.00312 (2024) - [i189]Yupei Li, Manuel Milling, Lucia Specia, Björn W. Schuller:
From Audio Deepfake Detection to AI-Generated Music Detection - A Pathway and Overview. CoRR abs/2412.00571 (2024) - [i188]Qiyang Sun, Alican Akman, Björn W. Schuller:
Explainable Artificial Intelligence for Medical Applications: A Review. CoRR abs/2412.01829 (2024) - [i187]Yupei Li, Hanqian Li, Lucia Specia, Björn W. Schuller:
M6: Multi-generator, Multi-domain, Multi-lingual and cultural, Multi-genres, Multi-instrument Machine-Generated Music Detection Databases. CoRR abs/2412.06001 (2024) - [i186]Xiangheng He, Junjie Chen, Zixing Zhang, Björn W. Schuller:
ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis. CoRR abs/2412.11795 (2024) - [i185]Simon David Noel Rampp, Andreas Triantafyllopoulos, Manuel Milling, Björn W. Schuller:
autrainer: A Modular and Extensible Deep Learning Toolkit for Computer Audition Tasks. CoRR abs/2412.11943 (2024) - [i184]Yupei Li, Manuel Milling, Lucia Specia, Björn W. Schuller:
Detecting Document-level Paraphrased Machine Generated Content: Mimicking Human Writing Style and Involving Discourse Features. CoRR abs/2412.12679 (2024) - [i183]Yupei Li, Qiyang Sun, Hanqian Li, Lucia Specia, Björn W. Schuller:
Detecting Machine-Generated Music with Explainability - A Challenge and Early Benchmarks. CoRR abs/2412.13421 (2024) - [i182]Qiyang Sun, Yupei Li, Emran Alturki, Sunil Munthumoduku Krishna Murthy, Björn W. Schuller:
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment. CoRR abs/2412.15114 (2024) - 2023
- [j246]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Ashwin Venkateshvaran, Andreas Triantafyllopoulos, Alexander Kathan, Björn W. Schuller:
Toward Detecting and Addressing Corner Cases in Deep Learning Based Medical Image Segmentation. IEEE Access 11: 95334-95345 (2023) - [j245]Jiangjian Xie, Yujie Zhong, Junguo Zhang, Changchun Zhang, Björn W. Schuller:
A weakly supervised spatial group attention network for fine-grained visual recognition. Appl. Intell. 53(20): 23301-23315 (2023) - [j244]Zhihua Wang, Kun Qian, Houguang Liu, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Exploring interpretable representations for heart sound abnormality detection. Biomed. Signal Process. Control. 82: 104569 (2023) - [j243]Sebastian P. Bayerl, Maurice Gerczuk, Anton Batliner, Christian Bergler, Shahin Amiriparian, Björn W. Schuller, Elmar Nöth, Korbinian Riedhammer:
Classification of stuttering - The ComParE challenge and beyond. Comput. Speech Lang. 81: 101519 (2023) - [j242]Jingtan Li, Mengkai Sun, Zhonghao Zhao, Xingcan Li, Gaigai Li, Chen Wu, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Battling with the low-resource condition for snore sound recognition: introducing a meta-learning strategy. EURASIP J. Audio Speech Music. Process. 2023(1): 43 (2023) - [j241]Zhengxin Joseph Ye, Björn W. Schuller:
Human-aligned trading by imitative multi-loss reinforcement learning. Expert Syst. Appl. 234: 120939 (2023) - [j240]Mostafa M. Amin, Erik Cambria, Björn W. Schuller:
Will Affective Computing Emerge From Foundation Models and General Artificial Intelligence? A First Evaluation of ChatGPT. IEEE Intell. Syst. 38(2): 15-23 (2023) - [j239]Mostafa M. Amin, Erik Cambria, Björn W. Schuller:
Can ChatGPT's Responses Boost Traditional Natural Language Processing? IEEE Intell. Syst. 38(5): 5-11 (2023) - [j238]Björn W. Schuller, Shahin Amiriparian, Anton Batliner, Alexander Gebhard, Maurice Gerczuk, Vincent Karas, Alexander Kathan, Lennart Seizer, Johanna Löchner:
Computational charisma - A brick by brick blueprint for building charismatic artificial intelligence. Frontiers Comput. Sci. 5 (2023) - [j237]Andreas Triantafyllopoulos, Uwe D. Reichel, Shuo Liu, Stephan Huber, Florian Eyben, Björn W. Schuller:
Multistage linguistic conditioning of convolutional layers for speech emotion recognition. Frontiers Comput. Sci. 5 (2023) - [j236]Harry Coppock, Alican Akman, Christian Bergler, Maurice Gerczuk, Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Jing Han, Shahin Amiriparian, Alice Baird, Lukas Stappen, Sandra Ottl, Panagiotis Tzirakis, Anton Batliner, Cecilia Mascolo, Björn W. Schuller:
A summary of the ComParE COVID-19 challenges. Frontiers Digit. Health 5 (2023) - [j235]Kun Qian, Gyorgy Fazekas, Shengchen Li, Zijin Li, Björn W. Schuller:
Editorial: Human-centred computer audition: sound, music, and healthcare. Frontiers Digit. Health 5 (2023) - [j234]Andreas Triantafyllopoulos, Alexander Kathan, Alice Baird, Lukas Christ, Alexander Gebhard, Maurice Gerczuk, Vincent Karas, Tobias Hübner, Xin Jing, Shuo Liu, Adria Mallol-Ragolta, Manuel Milling, Sandra Ottl, Anastasia Semertzidou, Srividya Tirunellai Rajamani, Tianhao Yan, Zijiang Yang, Judith Dineley, Shahin Amiriparian, Katrin D. Bartl-Pokorny, Anton Batliner, Florian B. Pokorny, Björn W. Schuller:
HEAR4Health: a blueprint for making computer audition a staple of modern healthcare. Frontiers Digit. Health 5 (2023) - [j233]Anton Batliner, Michael Neumann, Felix Burkhardt, Alice Baird, Sarina Meyer, Ngoc Thang Vu, Björn W. Schuller:
Ethical Awareness in Paralinguistics: A Taxonomy of Applications. Int. J. Hum. Comput. Interact. 39(9): 1904-1921 (2023) - [j232]Johannes Wagner, Andreas Triantafyllopoulos, Hagen Wierstorf, Maximilian Schmitt, Felix Burkhardt, Florian Eyben, Björn W. Schuller:
Dawn of the Transformer Era in Speech Emotion Recognition: Closing the Valence Gap. IEEE Trans. Pattern Anal. Mach. Intell. 45(9): 10745-10759 (2023) - [j231]Maurice Gerczuk, Andreas Triantafyllopoulos, Shahin Amiriparian, Alexander Kathan, Jonathan Bauer, Matthias Berking, Björn W. Schuller:
Zero-shot personalization of speech foundation models for depressed mood monitoring. Patterns 4(11): 100873 (2023) - [j230]Rodrigo Mira, Eduardo Coutinho, Emilia Parada-Cabaleiro, Björn W. Schuller:
Automated composition of Galician Xota - tuning RNN-based composers for specific musical styles using deep Q-learning. PeerJ Comput. Sci. 9: e1356 (2023) - [j229]Björn W. Schuller, Matti Pietikäinen:
Affective Computing [Scanning the Issue]. Proc. IEEE 111(10): 1139-1141 (2023) - [j228]Andreas Triantafyllopoulos, Björn W. Schuller, Gökçe Iymen, Tevfik Metin Sezgin, Xiangheng He, Zijiang Yang, Panagiotis Tzirakis, Shuo Liu, Silvan Mertes, Elisabeth André, Ruibo Fu, Jianhua Tao:
An Overview of Affective Speech Synthesis and Conversion in the Deep Learning Era. Proc. IEEE 111(10): 1355-1381 (2023) - [j227]Jiaming Cheng, Ruiyu Liang, Li Zhao, Chengwei Huang, Björn W. Schuller:
Speech Denoising and Compensation for Hearing Aids Using an FTCRN-Based Metric GAN. IEEE Signal Process. Lett. 30: 374-378 (2023) - [j226]Shahin Amiriparian, Björn W. Schuller, Nabiha Asghar, Heiga Zen, Felix Burkhardt:
Guest Editorial: Special Issue on Affective Speech and Language Synthesis, Generation, and Conversion. IEEE Trans. Affect. Comput. 14(1): 3-5 (2023) - [j225]Kun Zhou, Berrak Sisman, Rajib Rana, Björn W. Schuller, Haizhou Li:
Emotion Intensity and its Control for Emotional Voice Conversion. IEEE Trans. Affect. Comput. 14(1): 31-48 (2023) - [j224]Lukas Stappen, Alice Baird, Lea Schumann, Björn W. Schuller:
The Multimodal Sentiment Analysis in Car Reviews (MuSe-CaR) Dataset: Collection, Insights and Improvements. IEEE Trans. Affect. Comput. 14(2): 1334-1350 (2023) - [j223]Maurice Gerczuk, Shahin Amiriparian, Sandra Ottl, Björn W. Schuller:
EmoNet: A Transfer Learning Framework for Multi-Corpus Speech Emotion Recognition. IEEE Trans. Affect. Comput. 14(2): 1472-1487 (2023) - [j222]Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Junaid Qadir, Björn W. Schuller:
Survey of Deep Representation Learning for Speech Emotion Recognition. IEEE Trans. Affect. Comput. 14(2): 1634-1654 (2023) - [j221]Frank Xing, Björn W. Schuller, Iti Chaturvedi, Erik Cambria, Amir Hussain:
Guest Editorial Neurosymbolic AI for Sentiment Analysis. IEEE Trans. Affect. Comput. 14(3): 1711-1715 (2023) - [j220]Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Björn W. Schuller:
Self Supervised Adversarial Domain Adaptation for Cross-Corpus and Cross-Language Speech Emotion Recognition. IEEE Trans. Affect. Comput. 14(3): 1912-1926 (2023) - [j219]Mingyue Niu, Ziping Zhao, Jianhua Tao, Ya Li, Björn W. Schuller:
Dual Attention and Element Recalibration Networks for Automatic Depression Level Prediction. IEEE Trans. Affect. Comput. 14(3): 1954-1965 (2023) - [j218]Decky Aspandi, Federico Sukno, Björn W. Schuller, Xavier Binefa:
Audio-Visual Gated-Sequenced Neural Networks for Affect Recognition. IEEE Trans. Affect. Comput. 14(3): 2193-2208 (2023) - [j217]Kun Zhou, Berrak Sisman, Rajib Rana, Björn W. Schuller, Haizhou Li:
Speech Synthesis With Mixed Emotions. IEEE Trans. Affect. Comput. 14(4): 3120-3134 (2023) - [j216]Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Björn W. Schuller:
Multitask Learning From Augmented Auxiliary Data for Improving Speech Emotion Recognition. IEEE Trans. Affect. Comput. 14(4): 3164-3176 (2023) - [j215]Kun Qian, Björn W. Schuller, Xiaohong Guan, Bin Hu:
Intelligent Music Intervention for Mental Disorders: Insights and Perspectives. IEEE Trans. Comput. Soc. Syst. 10(1): 2-9 (2023) - [j214]Guihua Tian, Kun Qian, Xinyi Li, Mengkai Sun, Hao Jiang, Wanyong Qiu, Xiaoming Xie, Zhonghao Zhao, Liangqing Huang, Siyan Luo, Tianxing Guo, Ran Cai, Zhihua Wang, Björn W. Schuller:
Can a Holistic View Facilitate the Development of Intelligent Traditional Chinese Medicine? A Survey. IEEE Trans. Comput. Soc. Syst. 10(2): 700-713 (2023) - [j213]Rodrigo Mira, Konstantinos Vougioukas, Pingchuan Ma, Stavros Petridis, Björn W. Schuller, Maja Pantic:
End-to-End Video-to-Speech Synthesis Using Generative Adversarial Networks. IEEE Trans. Cybern. 53(6): 3454-3466 (2023) - [j212]Zhao Ren, Björn W. Schuller, Björn M. Eskofier, Thanh Tam Nguyen, Wolfgang Nejdl:
Guest Editorial Trustworthy and Collaborative AI for Personalised Healthcare Through Edge-of-Things. IEEE J. Biomed. Health Informatics 27(11): 5213-5215 (2023) - [c627]Shahin Amiriparian, Alexander Meiners, Daniel Lukas Rothenpieler, Alexander Kathan, Maurice Gerczuk, Björn W. Schuller:
Universal Lesion Detection Utilising Cascading R-CNNs and a Novel Video Pretraining Method. EMBC 2023: 1-4 - [c626]Zhihao Bao, Kun Qian, Zhonghao Zhao, Mengkai Sun, Ruolan Huang, Dewen Xu, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Somatisation Disorder Detection via Speech: Introducing a Self-Supervised Learning Model. EMBC 2023: 1-4 - [c625]Gauri Deshpande, Björn W. Schuller, Pallavi Deshpande, Anuradha Rajiv Joshi:
Automatic Breathing Pattern Analysis from Reading-Speech Signals. EMBC 2023: 1-4 - [c624]Maurice Gerczuk, Shahin Amiriparian, Alexander Kathan, Jonathan Bauer, Matthias Berking, Björn W. Schuller:
Noise Robust Recognition of Depression Status and Treatment Response from Speech via Unsupervised Feature Aggregation. EMBC 2023: 1-4 - [c623]Yagna Gudipalli, Gauri Deshpande, Sachin Patel, Björn W. Schuller:
Deep Modelling Strategies for Human Confidence Classification using Audio-visual Data. EMBC 2023: 1-4 - [c622]Gang Luo, Shuting Sun, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
How does Music Affect Your Brain? A Pilot Study on EEG and Music Features for Automatic Analysis. EMBC 2023: 1-4 - [c621]Manuel Milling, Michelle Lienhart, Yuliia Oksymets, Alexander Gebhard, Manuel Brugger, Christoph Westerhausen, Björn W. Schuller:
NeuroCellCentreDB: Exploring a Novel Dataset for Neuron-like Cell Centre Detection with Deep Neural Networks. EMBC 2023: 1-4 - [c620]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Björn W. Schuller:
A novel and simple approach to regularise attention frameworks and its efficacy in segmentation. EMBC 2023: 1-4 - [c619]Zikai Song, Lixian Zhu, Yiyan Wang, Mengkai Sun, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Cutting Weights of Deep Learning Models for Heart Sound Classification: Introducing a Knowledge Distillation Approach. EMBC 2023: 1-4 - [c618]Cuiping Zhu, Zhonghao Zhao, Yang Tan, Mengkai Sun, Kun Qian, Tao Jiang, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Less is More: A Novel Feature Extraction Method for Heart Sound Classification via Fractal Transformation. EMBC 2023: 1-4 - [c617]Fabrizio Nunnari, Annette Rios, Uwe D. Reichel, Chirag Bhuvaneshwara, Panagiotis Paraskevas Filntisis, Petros Maragos, Felix Burkhardt, Florian Eyben, Björn W. Schuller, Sarah Ebling:
Multimodal Recognition of Valence, Arousal and Dominance via Late-Fusion of Text, Audio and Facial Expressions. ESANN 2023 - [c616]Gauri Deshpande, Yagna Gudipalli, Sachin Patel, Björn W. Schuller:
Applying Speech Derived Breathing Patterns to Automatically Classify Human Confidence. EUSIPCO 2023: 1335-1339 - [c615]Runze Ge, Zhihua Wang, Zhonghao Zhao, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
An End-to-End Model for Speech-based Somatisation Disorder Detection. GCCE 2023: 603-605 - [c614]Luyu Chen, Lin Shen, Dan Yu, Zhihua Wang, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Multi-Track Music Generation with WGAN-GP and Attention Mechanisms. GCCE 2023: 606-607 - [c613]Minki Cho, Zhonghao Zhao, Zhihua Wang, Kun Qian, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Snore Sound Recognition via an Explainable Capsule Network. GCCE 2023: 1048-1049 - [c612]Yang Tan, Zhihua Wang, Kun Qian, Zhihao Bao, Zheyu Cao, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
AMNet: Introducing an Adaptive Mel-Spectrogram End-to-End Neural Network for Heart Sound Classification. HealthCom 2023: 90-94 - [c611]Jonah Anton, Harry Coppock, Pancham Shukla, Björn W. Schuller:
Audio Barlow Twins: Self-Supervised Audio Representation Learning. ICASSP 2023: 1-5 - [c610]Felix Burkhardt, Anna Derington, Matthias Kahlau, Klaus R. Scherer, Florian Eyben, Björn W. Schuller:
Masking Speech Contents by Random Splicing: is Emotional Expression Preserved? ICASSP 2023: 1-5 - [c609]Yi Chang, Zhao Ren, Thanh Tam Nguyen, Kun Qian, Björn W. Schuller:
Knowledge Transfer for on-Device Speech Emotion Recognition With Neural Structured Learning. ICASSP 2023: 1-5 - [c608]Najla D. Al Futaisi, Alejandrina Cristià, Björn W. Schuller:
Hearttoheart: The Arts of Infant Versus Adult-Directed Speech Classification. ICASSP 2023: 1-5 - [c607]Shuo Liu, Adria Mallol-Ragolta, Björn W. Schuller:
COVID-19 Detection from Speech in Noisy Conditions. ICASSP 2023: 1-5 - [c606]Zhao Ren, Thanh Tam Nguyen, Yi Chang, Björn W. Schuller:
Fast Yet Effective Speech Emotion Recognition with Self-Distillation. ICASSP 2023: 1-5 - [c605]Georgios Rizos, Rafael A. Calvo, Björn W. Schuller:
Positive-Pair Redundancy Reduction Regularisation for Speech-Based Asthma Diagnosis Prediction. ICASSP 2023: 1-5 - [c604]Meishu Song, Andreas Triantafyllopoulos, Zijiang Yang, Hiroki Takeuchi, Toru Nakamura, Akifumi Kishi, Tetsuro Ishizawa, Kazuhiro Yoshiuchi, Xin Jing, Vincent Karas, Zhonghao Zhao, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Daily Mental Health Monitoring from Speech: A Real-World Japanese Dataset and Multitask Learning Analysis. ICASSP 2023: 1-5 - [c603]Panagiotis Tzirakis, Alice Baird, Jeffrey A. Brooks, Christopher Gagne, Lauren Kim, Michael Opara, Christopher B. Gregory, Jacob Metrick, Garrett Boseck, Vineet Tiruvadi, Björn W. Schuller, Dacher Keltner, Alan Cowen:
Large-Scale Nonverbal Vocalization Detection Using Transformers. ICASSP 2023: 1-5 - [c602]Xinzhou Xu, Jun Deng, Zixing Zhang, Zhen Yang, Björn W. Schuller:
Zero-Shot Speech Emotion Recognition Using Generative Learning with Reconstructed Prototypes. ICASSP 2023: 1-5 - [c601]Yongzi Yu, Wanyong Qiu, Chen Quan, Kun Qian, Zhihua Wang, Yu Ma, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Federated Intelligent Terminals Facilitate Stuttering Monitoring. ICASSP 2023: 1-5 - [c600]Ziping Zhao, Huan Wang, Haishuai Wang, Björn W. Schuller:
Hierarchical Network with Decoupled Knowledge Distillation for Speech Emotion Recognition. ICASSP 2023: 1-5 - [c599]Tomoya Koike, Zhihua Wang, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
An Investigation on Data Augmentation and Multiple Instance Learning for Diagnosis of COVID-19 from Speech and Cough Sound. ICCE-Taiwan 2023: 783-784 - [c598]Meishu Song, Zijiang Yang, Andreas Triantafyllopoulos, Toru Nakamura, Yongxin Zhang, Zhao Ren, Hiroki Takeuchi, Akifumi Kishi, Tetsuro Ishizawa, Kazuhiro Yoshiuchi, Haojie Zhang, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Crossmodal Transformer on Multi-Physical Signals for Personalised Daily Mental Health Prediction. ICDM (Workshops) 2023: 1299-1305 - [c597]Dewen Xu, Zhihua Wang, Tsuyoshi Kitajima, Toru Nakamura, Hiroko Shimura, Hiroki Takeuchi, Yang Tan, Runze Ge, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
An End-to-End Model for Mental Disorders Detection by Spontaneous Physical Activity Data. ICDM (Workshops) 2023: 1306-1312 - [c596]Mina A. Nessiem, Mostafa M. Amin, Björn W. Schuller:
SMILENets: Audio Representation Learning via Neural Knowledge Distillation of Traditional Audio-Feature Extractors. ICFSP 2023: 32-37 - [c595]Yu Ma, Yuting Huang, Kaixiang Yuan, Guangzhe Xuan, Yongzi Yu, Hengrui Zhong, Rui Li, Jian Shen, Kun Qian, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
Explainable Stuttering Recognition Using Axial Attention. ICIC (3) 2023: 209-220 - [c594]Mohammad Ibrahim Malik, Siddique Latif, Raja Jurdak, Björn W. Schuller:
A Preliminary Study on Augmenting Speech Emotion Recognition using a Diffusion Model. INTERSPEECH 2023: 646-650 - [c593]Monica González Machorro, Pascal Hecker, Uwe D. Reichel, Helly N. Hammer, Robert Hoepner, Lisa Pedrotti, Alisha Zmutt, Hesam Sagha, Johan van Beek, Florian Eyben, Dagmar M. Schuller, Björn W. Schuller, Bert Arnrich:
Towards Supporting an Early Diagnosis of Multiple Sclerosis using Vocal Features. INTERSPEECH 2023: 1518-1522 - [c592]Felix Burkhardt, Florian Eyben, Björn W. Schuller:
Nkululeko: Machine Learning Experiments on Speaker Characteristics Without Programming. INTERSPEECH 2023: 2010-2011 - [c591]Adria Mallol-Ragolta, Nils Urbach, Shuo Liu, Anton Batliner, Björn W. Schuller:
The MASCFLICHT Corpus: Face Mask Type and Coverage Area Recognition from Speech. INTERSPEECH 2023: 2358-2362 - [c590]Ziping Zhao, Tian Gao, Haishuai Wang, Björn W. Schuller:
SWRR: Feature Map Classifier Based on Sliding Window Attention and High-Response Feature Reuse for Multimodal Emotion Recognition. INTERSPEECH 2023: 2433-2437 - [c589]Anika A. Spiesberger, Andreas Triantafyllopoulos, Iosif Tsangko, Björn W. Schuller:
Abusive Speech Detection in Indic Languages Using Acoustic Features. INTERSPEECH 2023: 2683-2687 - [c588]Shahin Amiriparian, Lukas Christ, Regina Kushtanova, Maurice Gerczuk, Alexandra Teynor, Björn W. Schuller:
Speech-Based Classification of Defensive Communication: A Novel Dataset and Results. INTERSPEECH 2023: 2703-2707 - [c587]Alexander Kathan, Andreas Triantafyllopoulos, Shahin Amiriparian, Sabrina Milkus, Alexander Gebhard, Jonas Hohmann, Pauline Muderlak, Jürgen Schottdorf, Björn W. Schuller, Richard Musil:
The effect of clinical intervention on the speech of individuals with PTSD: features and recognition performances. INTERSPEECH 2023: 4139-4143 - [c586]Andreas Triantafyllopoulos, Alexander Gebhard, Alexander Kathan, Maurice Gerczuk, Shahin Amiriparian, Björn W. Schuller:
Analysis and automatic prediction of exertion from speech: Contrasting objective and subjective measures collected while running. INTERSPEECH 2023: 4144-4148 - [c585]Lukas Stappen, Jeremy Dillmann, Serena Striegel, Hans-Jörg Vögel, Nicolas Flores-Herr, Björn W. Schuller:
Integrating Generative Artificial Intelligence in Intelligent Vehicle Systems. ITSC 2023: 5790-5797 - [c584]Arne Bruns, Anika A. Spiesberger, Andreas Triantafyllopoulos, Patric Müller, Björn W. Schuller:
"Do touch!" - 3D Scanning and Printing Technologies for the Haptic Representation of Cultural Assets: A Study with Blind Target Users. SUMAC @ ACM Multimedia 2023: 21-28 - [c583]Zheng Lian, Haiyang Sun, Licai Sun, Kang Chen, Mingyu Xu, Kexin Wang, Ke Xu, Yu He, Ying Li, Jinming Zhao, Ye Liu, Bin Liu, Jiangyan Yi, Meng Wang, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2023: Multi-label Learning, Modality Robustness, and Semi-Supervised Learning. ACM Multimedia 2023: 9610-9614 - [c582]Björn W. Schuller, Anton Batliner, Shahin Amiriparian, Alexander Barnhill, Maurice Gerczuk, Andreas Triantafyllopoulos, Alice E. Baird, Panagiotis Tzirakis, Chris Gagne, Alan S. Cowen, Nikola Lackovic, Marie-José Caraty, Claude Montacié:
The ACM Multimedia 2023 Computational Paralinguistics Challenge: Emotion Share & Requests. ACM Multimedia 2023: 9635-9639 - [c581]Zheng Lian, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MRAC'23: 1st International Workshop on Multimodal and Responsible Affective Computing. ACM Multimedia 2023: 9713-9714 - [c580]Shahin Amiriparian, Lukas Christ, Andreas König, Alan Cowen, Eva-Maria Meßner, Erik Cambria, Björn W. Schuller:
MuSe 2023 Challenge: Multimodal Prediction of Mimicked Emotions, Cross-Cultural Humour, and Personalised Recognition of Affects. ACM Multimedia 2023: 9723-9725 - [c579]Zhao Ren, Kun Qian, Tanja Schultz, Björn W. Schuller:
An Overview of the ICASSP Special Session on AI Security and Privacy in Speech and Audio Processing. MMAsia (Workshops) 2023: 8:1-8:6 - [c578]Alexander Kathan, Shahin Amiriparian, Alexander Gebhard, Andreas Triantafyllopoulos, Maurice Gerczuk, Björn W. Schuller:
Personalised Speech-Based Heart Rate Categorisation Using Weighted-Instance Learning. MMSports@MM 2023: 9-13 - [c577]Lukas Christ, Shahin Amiriparian, Alice Baird, Alexander Kathan, Niklas Müller, Steffen Klug, Chris Gagne, Panagiotis Tzirakis, Lukas Stappen, Eva-Maria Meßner, Andreas König, Alan Cowen, Erik Cambria, Björn W. Schuller:
The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions, Cross-Cultural Humour, and Personalisation. MuSe@ACM Multimedia 2023: 1-10 - [c576]Gauri Deshpande, Björn W. Schuller, Pallavi Deshpande, Anuradha Rajiv Joshi, S. K. Oza, Sachin Patel:
Analysing Breathing Patterns in Reading and Spontaneous Speech. SPECOM (2) 2023: 3-17 - [e24]Guoying Zhao, Björn W. Schuller, Ehsan Adeli, Tingshao Zhu, Haoyu Chen:
Proceedings of IJCAI-2023 Workshop&Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA 2023) co-located with 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023), Macau, China, August 21-22, 2023. CEUR Workshop Proceedings 3522, CEUR-WS.org 2023 [contents] - [e23]Shahin Amiriparian, Lukas Christ, Andreas König, Alan Cowen, Eva-Maria Meßner, Erik Cambria, Björn W. Schuller:
Proceedings of the 4th on Multimodal Sentiment Analysis Challenge and Workshop: Mimicked Emotions, Humour and Personalisation, MuSe 2023, Ottawa, ON, Canada, 2 November 2023. ACM 2023 [contents] - [d6]Manuel Milling, Michelle Lienhart, Yuliia Oksymets, Alexander Gebhard, Manuel Brugger, Christoph Westerhausen, Björn W. Schuller:
NeuroCellCentreDB. Zenodo, 2023
- [d5]Shahin Amiriparian, Anton Batliner, Claude Montacié, Björn W. Schuller:
ComParE 2023 HealthCall Corpus (HC-C). Zenodo, 2023 - [d4]Adria Mallol-Ragolta, Nils Urbach, Shuo Liu, Anton Batliner, Björn W. Schuller:
The MASCFLICHT Corpus. Zenodo, 2023 - [i181]Björn W. Schuller, Shahin Amiriparian, Anton Batliner, Alexander Gebhard, Maurice Gerczuk, Vincent Karas, Alexander Kathan, Lennart Seizer, Johanna Löchner:
Computational Charisma - A Brick by Brick Blueprint for Building Charismatic Artificial Intelligence. CoRR abs/2301.00142 (2023) - [i180]Zhao Ren, Yi Chang, Thanh Tam Nguyen, Yang Tan, Kun Qian, Björn W. Schuller:
A Comprehensive Survey on Heart Sound Analysis in the Deep Learning Era. CoRR abs/2301.09362 (2023) - [i179]Andreas Triantafyllopoulos, Alexander Kathan, Alice Baird, Lukas Christ, Alexander Gebhard, Maurice Gerczuk, Vincent Karas, Tobias Hübner, Xin Jing, Shuo Liu, Adria Mallol-Ragolta, Manuel Milling, Sandra Ottl, Anastasia Semertzidou, Srividya Tirunellai Rajamani, Tianhao Yan, Zijiang Yang, Judith Dineley, Shahin Amiriparian, Katrin D. Bartl-Pokorny, Anton Batliner, Florian B. Pokorny, Björn W. Schuller:
HEAR4Health: A blueprint for making computer audition a staple of modern healthcare. CoRR abs/2301.10477 (2023) - [i178]Hagen Wierstorf, Johannes Wagner, Florian Eyben, Felix Burkhardt, Björn W. Schuller:
audb - Sharing and Versioning of Audio and Annotation Data in Python. CoRR abs/2303.00645 (2023) - [i177]Mostafa M. Amin, Erik Cambria, Björn W. Schuller:
Will Affective Computing Emerge from Foundation Models and General AI? A First Evaluation on ChatGPT. CoRR abs/2303.03186 (2023) - [i176]Ziping Zhao, Huan Wang, Haishuai Wang, Björn W. Schuller:
hierarchical network with decoupled knowledge distillation for speech emotion recognition. CoRR abs/2303.05134 (2023) - [i175]Zheng Lian, Haiyang Sun, Licai Sun, Jinming Zhao, Ye Liu, Bin Liu, Jiangyan Yi, Meng Wang, Erik Cambria, Guoying Zhao, Björn W. Schuller, Jianhua Tao:
MER 2023: Multi-label Learning, Modality Robustness, and Semi-Supervised Learning. CoRR abs/2304.08981 (2023) - [i174]Björn W. Schuller, Anton Batliner, Shahin Amiriparian, Alexander Barnhill, Maurice Gerczuk, Andreas Triantafyllopoulos, Alice Baird, Panagiotis Tzirakis, Chris Gagne, Alan S. Cowen, Nikola Lackovic, Marie-José Caraty, Claude Montacié:
The ACM Multimedia 2023 Computational Paralinguistics Challenge: Emotion Share & Requests. CoRR abs/2304.14882 (2023) - [i173]Lukas Christ, Shahin Amiriparian, Alice Baird, Alexander Kathan, Niklas Müller, Steffen Klug, Chris Gagne, Panagiotis Tzirakis, Eva-Maria Meßner, Andreas König, Alan Cowen, Erik Cambria, Björn W. Schuller:
The MuSe 2023 Multimodal Sentiment Analysis Challenge: Mimicked Emotions, Cross-Cultural Humour, and Personalisation. CoRR abs/2305.03369 (2023) - [i172]Ibrahim Malik, Siddique Latif, Raja Jurdak, Björn W. Schuller:
A Preliminary Study on Augmenting Speech Emotion Recognition using a Diffusion Model. CoRR abs/2305.11413 (2023) - [i171]Xin Jing, Yi Chang, Zijiang Yang, Jiangjian Xie, Andreas Triantafyllopoulos, Björn W. Schuller:
U-DiT TTS: U-Diffusion Vision Transformer for Text-to-Speech. CoRR abs/2305.13195 (2023) - [i170]Aljoscha Düsterhöft, Felix Burkhardt, Björn W. Schuller:
Happy or Evil Laughter? Analysing a Database of Natural Audio Samples. CoRR abs/2305.14023 (2023) - [i169]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Berrak Sisman, Björn W. Schuller:
Improving Speech Emotion Recognition Performance using Differentiable Architecture Search. CoRR abs/2305.14402 (2023) - [i168]Lukas Stappen, Jeremy Dillmann, Serena Striegel, Hans-Jörg Vögel, Nicolas Flores-Herr, Björn W. Schuller:
Integrating Generative Artificial Intelligence in Intelligent Vehicle Systems. CoRR abs/2305.17137 (2023) - [i167]Felix Burkhardt, Johannes Wagner, Hagen Wierstorf, Florian Eyben, Björn W. Schuller:
Speech-based Age and Gender Prediction with Transformers. CoRR abs/2306.16962 (2023) - [i166]Felix Burkhardt, Uwe D. Reichel, Florian Eyben, Björn W. Schuller:
Going Retro: Astonishingly Simple Yet Effective Rule-based Prosody Modelling for Speech Synthesis Simulating Emotion Dimensions. CoRR abs/2307.02132 (2023) - [i165]Mostafa M. Amin, Erik Cambria, Björn W. Schuller:
Can ChatGPT's Responses Boost Traditional Natural Language Processing? CoRR abs/2307.04648 (2023) - [i164]Siddique Latif, Muhammad Usama, Mohammad Ibrahim Malik, Björn W. Schuller:
Can Large Language Models Aid in Annotating Speech Emotional Data? Uncovering New Frontiers. CoRR abs/2307.06090 (2023) - [i163]Zixing Zhang, Liyizhe Peng, Tao Pang, Jing Han, Huan Zhao, Björn W. Schuller:
Refashioning Emotion Recognition Modelling: The Advent of Generalised Large Models. CoRR abs/2308.11578 (2023) - [i162]Yuezhou Zhang, Amos A. Folarin, Judith Dineley, Pauline Conde, Valeria de Angel, Shaoxiong Sun, Yatharth Ranjan, Zulqarnain Rashid, Callum L. Stewart, Petroula Laiou, Heet Sankesara, Linglong Qian, Faith Matcham, Katie M. White, Carolin Oetzmann, Femke Lamers, Sara Siddi, Sara Simblett, Björn W. Schuller, Srinivasan Vairavan, Til Wykes, Josep Maria Haro, Brenda W. J. H. Penninx, Vaibhav A. Narayan, Matthew Hotopf, Richard J. B. Dobson, Nicholas Cummins, RADAR-CNS Consortium:
Identifying depression-related topics in smartphone-collected free-response speech recordings using an automatic speech recognition system and a deep learning topic model. CoRR abs/2308.11773 (2023) - [i161]Siddique Latif, Moazzam Shoukat, Fahad Shamshad, Muhammad Usama, Yi Ren, Heriberto Cuayáhuitl, Wenwu Wang, Xulong Zhang, Roberto Togneri, Erik Cambria, Björn W. Schuller:
Sparks of Large Audio Models: A Survey and Outlook. CoRR abs/2308.12792 (2023) - [i160]Mostafa M. Amin, Rui Mao, Erik Cambria, Björn W. Schuller:
A Wide Evaluation of ChatGPT on Affective Computing Tasks. CoRR abs/2308.13911 (2023) - [i159]Alexander Gebhard, Andreas Triantafyllopoulos, Teresa Bez, Lukas Christ, Alexander Kathan, Björn W. Schuller:
Exploring Meta Information for Audio-based Zero-shot Bird Classification. CoRR abs/2309.08398 (2023) - [i158]Xiangheng He, Junjie Chen, Björn W. Schuller:
Task Selection and Assignment for Multi-modal Multi-task Dialogue Act Classification with Non-stationary Multi-armed Bandits. CoRR abs/2309.09832 (2023) - [i157]Chia-Hsin Lin, Charles Jones, Björn W. Schuller, Harry Coppock:
Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in Audio. CoRR abs/2309.15024 (2023) - [i156]Manuel Milling, Andreas Triantafyllopoulos, Iosif Tsangko, Simon David Noel Rampp, Björn Wolfgang Schuller:
Bringing the Discussion of Minima Sharpness to the Audio Domain: a Filter-Normalised Evaluation for Acoustic Scene Classification. CoRR abs/2309.16369 (2023) - [i155]Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Björn W. Schuller:
Customising General Large Language Models for Specialised Emotion Recognition Tasks. CoRR abs/2310.14225 (2023) - [i154]Anna Derington, Hagen Wierstorf, Ali Özkil, Florian Eyben, Felix Burkhardt, Björn W. Schuller:
Testing Speech Emotion Recognition Machine Learning Models. CoRR abs/2312.06270 (2023) - 2022
- [j211]Josef Schmid, Alfred Höß, Björn W. Schuller:
A Survey on Client Throughput Prediction Algorithms in Wired and Wireless Networks. ACM Comput. Surv. 54(9): 194:1-194:33 (2022) - [j210]Johanna Löchner, Björn W. Schuller:
Child and Youth Affective Computing - Challenge Accepted. IEEE Intell. Syst. 37(6): 69-76 (2022) - [j209]Iulia Lefter, Alice Baird, Lukas Stappen, Björn W. Schuller:
A Cross-Corpus Speech-Based Analysis of Escalating Negative Interactions. Frontiers Comput. Sci. 4: 749804 (2022) - [j208]Adria Mallol-Ragolta, Anastasia Semertzidou, Maria Pateraki, Björn W. Schuller:
Outer Product-Based Fusion of Smartwatch Sensor Data for Human Activity Recognition. Frontiers Comput. Sci. 4: 796866 (2022) - [j207]Manuel Milling, Alice Baird, Katrin D. Bartl-Pokorny, Shuo Liu, Alyssa M. Alcorn, Jie Shen, Teresa Tavassoli, Eloise Ainger, Elizabeth Pellicano, Maja Pantic, Nicholas Cummins, Björn W. Schuller:
Evaluating the Impact of Voice Activity Detection on Speech Emotion Recognition for Autistic Children. Frontiers Comput. Sci. 4 (2022) - [j206]Lukas Stappen, Alice Baird, Michelle Lienhart, Annalena Bätz, Björn W. Schuller:
An Estimation of Online Video User Engagement From Features of Time- and Value-Continuous, Dimensional Emotions. Frontiers Comput. Sci. 4: 773154 (2022) - [j205]Alican Akman, Harry Coppock, Alexander Gaskell, Panagiotis Tzirakis, Lyn Jones, Björn W. Schuller:
Evaluating the COVID-19 Identification ResNet (CIdeR) on the INTERSPEECH COVID-19 From Audio Challenges. Frontiers Digit. Health 4 (2022) - [j204]Pascal Hecker, Nico Steckhan, Florian Eyben, Björn W. Schuller, Bert Arnrich:
Voice Analysis for Neurological Disorder Recognition-A Systematic Review and Perspective on Emerging Trends. Frontiers Digit. Health 4 (2022) - [j203]Alexander Kathan, Mathias Harrer, Ludwig Küster, Andreas Triantafyllopoulos, Xiangheng He, Manuel Milling, Maurice Gerczuk, Tianhao Yan, Srividya Tirunellai Rajamani, Elena Heber, Inga Grossmann, David D. Ebert, Björn W. Schuller:
Personalised depression forecasting using mobile sensor data and ecological momentary assessment. Frontiers Digit. Health 4 (2022) - [j202]Manuel Milling, Florian B. Pokorny, Katrin D. Bartl-Pokorny, Björn W. Schuller:
Is Speech the New Blood? Recent Progress in AI-Based Disease Detection From Audio in a Nutshell. Frontiers Digit. Health 4: 886615 (2022) - [j201]Yash Mehta, Clemens Stachl, Konstantin Markov, Joseph T. Yun, Björn W. Schuller:
Future-generation personality prediction from digital footprints. Future Gener. Comput. Syst. 136: 322-325 (2022) - [j200]Shahin Amiriparian, Tobias Hübner, Vincent Karas, Maurice Gerczuk, Sandra Ottl, Björn W. Schuller:
DeepSpectrumLite: A Power-Efficient Transfer Learning Framework for Embedded Speech and Audio Processing From Decentralized Data. Frontiers Artif. Intell. 5: 856232 (2022) - [j199]Emilia Parada-Cabaleiro, Anton Batliner, Alice Baird, Björn W. Schuller:
Correction to: The perception of emotional cues by children in artificial background noise. Int. J. Speech Technol. 25(1): 289 (2022) - [j198]Björn W. Schuller, Yonina C. Eldar, Maja Pantic, Shrikanth Narayanan, Tuomas Virtanen, Jianhua Tao:
Editorial: Intelligent Signal Analysis for Contagious Virus Diseases. IEEE J. Sel. Top. Signal Process. 16(2): 159-163 (2022) - [j197]Liang Zhang, Johann Li, Ping Li, Xiaoyuan Lu, Maoguo Gong, Peiyi Shen, Guangming Zhu, Syed Afaq Ali Shah, Mohammed Bennamoun, Kun Qian, Björn W. Schuller:
MEDAS: an open-source platform as a service to help break the walls between medicine and informatics. Neural Comput. Appl. 34(8): 6547-6567 (2022) - [j196]Sicheng Zhao, Xingxu Yao, Jufeng Yang, Guoli Jia, Guiguang Ding, Tat-Seng Chua, Björn W. Schuller, Kurt Keutzer:
Affective Image Content Analysis: Two Decades Review and New Perspectives. IEEE Trans. Pattern Anal. Mach. Intell. 44(10): 6729-6751 (2022) - [j195]Shuo Liu, Adria Mallol-Ragolta, Emilia Parada-Cabaleiro, Kun Qian, Xin Jing, Alexander Kathan, Bin Hu, Björn W. Schuller:
Audio self-supervised learning: A survey. Patterns 3(12): 100616 (2022) - [j194]Gauri Deshpande, Anton Batliner, Björn W. Schuller:
AI-Based human audio processing for COVID-19: A comprehensive overview. Pattern Recognit. 122: 108289 (2022) - [j193]Mostafa M. Mohamed, Mina A. Nessiem, Anton Batliner, Christian Bergler, Simone Hantke, Maximilian Schmitt, Alice Baird, Adria Mallol-Ragolta, Vincent Karas, Shahin Amiriparian, Björn W. Schuller:
Face mask recognition from audio: The MASC database and an overview on the mask challenge. Pattern Recognit. 122: 108361 (2022) - [j192]Shuo Liu, Jing Han, Estela Laporta Puyal, Spyridon Kontaxis, Shaoxiong Sun, Patrick Locatelli, Judith Dineley, Florian B. Pokorny, Gloria Dalla Costa, Letizia Leocani, Ana Isabel Guerrero, Carlos Nos, Ana Zabalza, Per Soelberg Sørensen, Mathias Buron, Melinda Magyari, Yatharth Ranjan, Zulqarnain Rashid, Pauline Conde, Callum L. Stewart, Amos A. Folarin, Richard J. B. Dobson, Raquel Bailón, Srinivasan Vairavan, Nicholas Cummins, Vaibhav A. Narayan, Matthew Hotopf, Giancarlo Comi, Björn W. Schuller, RADAR-CNS Consortium:
Fitbeat: COVID-19 estimation based on wristband heart rate using a contrastive convolutional auto-encoder. Pattern Recognit. 123: 108403 (2022) - [j191]Yue Zhang, Felix Weninger, Björn W. Schuller, Rosalind W. Picard:
Holistic Affect Recognition Using PaNDA: Paralinguistic Non-Metric Dimensional Analysis. IEEE Trans. Affect. Comput. 13(2): 769-780 (2022) - [j190]Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Julien Epps, Björn W. Schuller:
Multi-Task Semi-Supervised Adversarial Autoencoding for Speech Emotion Recognition. IEEE Trans. Affect. Comput. 13(2): 992-1004 (2022) - [j189]Anton Batliner, Simone Hantke, Björn W. Schuller:
Ethics and Good Practice in Computational Paralinguistics. IEEE Trans. Affect. Comput. 13(3): 1236-1253 (2022) - [j188]Cheng Lu, Yuan Zong, Wenming Zheng, Yang Li, Chuangao Tang, Björn W. Schuller:
Domain Invariant Feature Learning for Speaker-Independent Speech Emotion Recognition. IEEE ACM Trans. Audio Speech Lang. Process. 30: 2217-2230 (2022) - [j187]Björn W. Schuller, Johanna Löchner, Kun Qian, Bin Hu:
COVID-19's Impact on Mental Health - The Hour of Computational Aid? IEEE Trans. Comput. Soc. Syst. 9(4): 967-973 (2022) - [j186]Bin Hu, Kun Qian, Qunxi Dong, Yuejia Luo, Yoshiharu Yamamoto, Björn W. Schuller:
Psychological Field Versus Physiological Field: From Qualitative Analysis to Quantitative Modeling of the Mental Status. IEEE Trans. Comput. Soc. Syst. 9(5): 1275-1281 (2022) - [j185]Xinzhou Xu, Jun Deng, Zixing Zhang, Xijian Fan, Li Zhao, Laurence Devillers, Björn W. Schuller:
Rethinking Auditory Affective Descriptors Through Zero-Shot Emotion Recognition in Speech. IEEE Trans. Comput. Soc. Syst. 9(5): 1530-1541 (2022) - [j184]Björn W. Schuller, Johanna Löchner, Kun Qian, Bin Hu:
Digital Mental Health - Breaking a Lance for Prevention. IEEE Trans. Comput. Soc. Syst. 9(6): 1584-1588 (2022) - [j183]Mingyue Niu, Ziping Zhao, Jianhua Tao, Ya Li, Björn W. Schuller:
Selective Element and Two Orders Vectorization Networks for Automatic Depression Severity Diagnosis via Facial Changes. IEEE Trans. Circuits Syst. Video Technol. 32(11): 8065-8077 (2022) - [j182]Shuo Liu, Adria Mallol-Ragolta, Tianhao Yan, Kun Qian, Emilia Parada-Cabaleiro, Bin Hu, Björn W. Schuller:
Capturing Time Dynamics From Speech Using Neural Networks for Surgical Mask Detection. IEEE J. Biomed. Health Informatics 26(8): 4291-4302 (2022) - [j181]Kun Qian, Tomoya Koike, Toru Nakamura, Björn W. Schuller, Yoshiharu Yamamoto:
Learning Multimodal Representations for Drowsiness Detection. IEEE Trans. Intell. Transp. Syst. 23(8): 11539-11548 (2022) - [j180]Xinzhou Xu, Jun Deng, Nicholas Cummins, Zixing Zhang, Li Zhao, Björn W. Schuller:
Exploring Zero-Shot Emotion Recognition in Speech Using Semantic-Embedding Prototypes. IEEE Trans. Multim. 24: 2752-2765 (2022) - [j179]Shiping Wen, Tingwen Huang, Björn W. Schuller, Ahmad Taher Azar:
Guest Editorial: Introduction to the Special Section on Efficient Network Design for Convergence of Deep Learning and Edge Computing. IEEE Trans. Netw. Sci. Eng. 9(1): 109-110 (2022) - [c575]Alice Baird, Panagiotis Tzirakis, Jeffrey A. Brooks, Christopher B. Gregory, Björn W. Schuller, Anton Batliner, Dacher Keltner, Alan Cowen:
The ACII 2022 Affective Vocal Bursts Workshop & Competition. ACIIW 2022: 1-5 - [c574]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Jiajun Liu, Björn W. Schuller:
A Novel Policy for Pre-trained Deep Reinforcement Learning for Speech Emotion Recognition. ACSW 2022: 96-105 - [c573]Xin Jing, Shuo Liu, Emilia Parada-Cabaleiro, Andreas Triantafyllopoulos, Meishu Song, Zijiang Yang, Björn W. Schuller:
A Temporal-oriented Broadcast ResNet for COVID-19 Detection. BHI 2022: 1-5 - [c572]Adria Mallol-Ragolta, Shuo Liu, Björn W. Schuller:
COVID-19 Detection Exploiting Self-Supervised Learning Representations of Respiratory Sounds. BHI 2022: 1-4 - [c571]Zheng Gu, Xinzhou Xu, Shuo Liu, Björn W. Schuller:
Zero-Shot Audio Classification Using Synthesised Classifiers and Pre-Trained Models. CISP-BMEI 2022: 1-6 - [c570]Vincent Karas, Mani Kumar Tellamekala, Adria Mallol-Ragolta, Michel F. Valstar, Björn W. Schuller:
Time-Continuous Audiovisual Fusion with Recurrence vs Attention for In-The-Wild Affect Recognition. CVPR Workshops 2022: 2381-2390 - [c569]Chao Li, Yong Sheng, Haishuai Wang, Mingyue Niu, Peiguang Jing, Ziping Zhao, Björn W. Schuller:
EEG Emotion Recognition Based on Self-attention Dynamic Graph Neural Networks. EMBC 2022: 292-296 - [c568]Adria Mallol-Ragolta, Florian B. Pokorny, Katrin D. Bartl-Pokorny, Anastasia Semertzidou, Björn W. Schuller:
Triplet Loss-Based Models for COVID-19 Detection from Vocal Sounds. EMBC 2022: 998-1001 - [c567]Wanyong Qiu, Kun Qian, Zhihua Wang, Yi Chang, Zhihao Bao, Bin Hu, Björn W. Schuller, Yoshiharu Yamamoto:
A Federated Learning Paradigm for Heart Sound Classification. EMBC 2022: 1045-1048 - [c566]Anne Wullenweber, Alican Akman, Björn W. Schuller:
CoughLIME: Sonified Explanations for the Predictions of COVID-19 Cough Classifiers. EMBC 2022: 1342-1345 - [c565]Srividya Tirunellai Rajamani, Kumar Rajamani, Priya Rani, Rashmita Barick, Ramasubramanya M. S, Sridevi V. Aithal, Elagiri Ramalingam Rajkumar, Sahana D. Gowda, Björn W. Schuller:
Novel no-reference multi-dimensional perceptual similarity metric. EMBC 2022: 2045-2048 - [c564]Srividya Tirunellai Rajamani, Kumar Rajamani, Alexander Kathan, Björn W. Schuller:
Novel Insights on Induced Sparsity in Multi-Time Attention Networks. EMBC 2022: 2615-2618 - [c563]Andreas Triantafyllopoulos, Sandra Zänkert, Alice Baird, Julian Konzok, Brigitte M. Kudielka, Björn W. Schuller:
Insights on Modelling Physiological, Appraisal, and Affective Indicators of Stress using Audio Features. EMBC 2022: 2619-2622 - [c562]Andreas Triantafyllopoulos, Sandra Ottl, Alexander Gebhard, Esther Rituerto-González, Mirko Jaumann, Steffen Hüttner, Valerie Dieter, Patrick Schneeweiß, Inga Krauß, Maurice Gerczuk, Shahin Amiriparian, Björn W. Schuller:
Fatigue Prediction in Outdoor Running Conditions using Audio Data. EMBC 2022: 2623-2626 - [c561]Alexander Kathan, Andreas Triantafyllopoulos, Xiangheng He, Manuel Milling, Tianhao Yan, Srividya Tirunellai Rajamani, Ludwig Küster, Mathias Harrer, Elena Heber, Inga Grossmann, David D. Ebert, Björn W. Schuller:
Journaling Data for Daily PHQ-2 Depression Prediction and Forecasting. EMBC 2022: 2627-2630 - [c560]Lixian Zhu, Kun Qian, Zhihua Wang, Bin Hu, Yoshiharu Yamamoto, Björn W. Schuller:
Heart Sound Classification based on Residual Shrinkage Networks. EMBC 2022: 4469-4472 - [c559]Xiangheng He, Andreas Triantafyllopoulos, Alexander Kathan, Manuel Milling, Tianhao Yan, Srividya Tirunellai Rajamani, Ludwig Küster, Mathias Harrer, Elena Heber, Inga Grossmann, David D. Ebert, Björn W. Schuller:
Depression Diagnosis and Forecast based on Mobile Phone Sensor Data. EMBC 2022: 4679-4682 - [c558]Zishen Li, Yi Chang, Björn W. Schuller:
CNN-Based Heart Sound Classification with an Imbalance-Compensating Weighted Loss Function. EMBC 2022: 4934-4937 - [c557]Kun Qian, Tanja Schultz, Björn W. Schuller:
An Overview of the FIRST ICASSP Special Session on Computer Audition for Healthcare. ICASSP 2022: 9002-9006 - [c556]Shuai Yu, Yiwei Ding, Kun Qian, Bin Hu, Wei Li, Björn W. Schuller:
A Glance-and-Gaze Network for Respiratory Sound Classification. ICASSP 2022: 9007-9011 - [c555]Tianhao Yan, Hao Meng, Shuo Liu, Emilia Parada-Cabaleiro, Zhao Ren, Björn W. Schuller:
Convoluational Transformer With Adaptive Position Embedding For Covid-19 Detection From Cough Sounds. ICASSP 2022: 9092-9096 - [c554]Pascal Hecker, Arpita Kappattanavar, Maximilian Schmitt, Sidratul Moontaha, Johannes Wagner, Florian Eyben, Björn W. Schuller, Bert Arnrich:
Quantifying Cognitive Load from Voice using Transformer-Based Models and a Cross-Dataset Evaluation. ICMLA 2022: 337-344 - [c553]Andreas Triantafyllopoulos, Johannes Wagner, Hagen Wierstorf, Maximilian Schmitt, Uwe D. Reichel, Florian Eyben, Felix Burkhardt, Björn W. Schuller:
Probing speech emotion recognition transformers for linguistic knowledge. INTERSPEECH 2022: 146-150 - [c552]Jiaming Cheng, Ruiyu Liang, Yue Xie, Li Zhao, Björn W. Schuller, Jie Jia, Yiyuan Peng:
Cross-Layer Similarity Knowledge Distillation for Speech Enhancement. INTERSPEECH 2022: 926-930 - [c551]Rodrigo Schoburg Carrillo de Mira, Alexandros Haliassos, Stavros Petridis, Björn W. Schuller, Maja Pantic:
SVTS: Scalable Video-to-Speech Synthesis. INTERSPEECH 2022: 1836-1840 - [c550]Adria Mallol-Ragolta, Helena Cuesta, Emilia Gómez, Björn W. Schuller:
Multi-Type Outer Product-Based Fusion of Respiratory Sounds for Detecting COVID-19. INTERSPEECH 2022: 2163-2167 - [c549]Dominika Woszczyk, Anna Hlédiková, Alican Akman, Soteris Demetriou, Björn W. Schuller:
Data Augmentation for Dementia Detection in Spoken Language. INTERSPEECH 2022: 2858-2862 - [c548]Andreas Triantafyllopoulos, Markus Fendler, Anton Batliner, Maurice Gerczuk, Shahin Amiriparian, Thomas M. Berghaus, Björn W. Schuller:
Distinguishing between pre- and post-treatment in the speech of patients with chronic obstructive pulmonary disease. INTERSPEECH 2022: 3623-3627 - [c547]Yi Chang, Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl, Björn W. Schuller:
Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis. INTERSPEECH 2022: 4003-4007 - [c546]Zijiang Yang, Xin Jing, Andreas Triantafyllopoulos, Meishu Song, Ilhan Aslan, Björn W. Schuller:
An Overview & Analysis of Sequence-to-Sequence Emotional Voice Conversion. INTERSPEECH 2022: 4915-4919 - [c545]Rui Liu, Berrak Sisman, Björn W. Schuller, Guanglai Gao, Haizhou Li:
Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep Learning. INTERSPEECH 2022: 5493-5497 - [c544]Manuel Milling, Ilhan Aslan, Moritz Berghofer, Adria Mallol-Ragolta, Utkarsh Kunwar, Björn Wolfgang Schuller:
Online Personalisation of Deep Mobile Activity Recognisers. iWOAR 2022: 11:1-11:7 - [c543]Yang Tan, Zhihua Wang, Kun Qian, Bin Hu, Shiliang Zhao, Björn W. Schuller, Yoshiharu Yamamoto:
Heart Sound Classification based on Fractional Fourier Transformation Entropy. LifeTech 2022: 588-589 - [c542]Felix Burkhardt, Anabell Hacker, Uwe D. Reichel, Hagen Wierstorf, Florian Eyben, Björn W. Schuller:
A Comparative Cross Language View On Acted Databases Portraying Basic Emotions Utilising Machine Learning. LREC 2022: 1917-1924 - [c541]Felix Burkhardt, Johannes Wagner, Hagen Wierstorf, Florian Eyben, Björn W. Schuller:
Nkululeko: A Tool For Rapid Speaker Characteristics Detection. LREC 2022: 1925-1932 - [c540]Lukas Christ, Shahin Amiriparian, Alice Baird, Panagiotis Tzirakis, Alexander Kathan, Niklas Müller, Lukas Stappen, Eva-Maria Meßner, Andreas König, Alan Cowen, Erik Cambria, Björn W. Schuller:
The MuSe 2022 Multimodal Sentiment Analysis Challenge: Humor, Emotional Reactions, and Stress. MuSe @ ACM Multimedia 2022: 5-14 - [c539]Alexander Gebhard, Andreas Triantafyllopoulos, Shahin Amiriparian, Sandra Ottl, Valerie Dieter, Maurice Gerczuk, Mirko Jaumann, David Hildner, Patrick Schneeweiß, Inka Rösel, Inga Krauß, Björn W. Schuller:
Improving Exertion and Wellbeing Prediction in Outdoor Running Conditions using Audio-based Surface Recognition. MMSports@MM 2022: 19-27 - [c538]Alexander Kathan, Shahin Amiriparian, Lukas Christ, Andreas Triantafyllopoulos, Niklas Müller, Andreas König, Björn W. Schuller:
A Personalised Approach to Audiovisual Humour Recognition and its Individual-level Fairness. MuSe @ ACM Multimedia 2022: 29-36 - [c537]Björn W. Schuller, Anton Batliner, Shahin Amiriparian, Christian Bergler, Maurice Gerczuk, Natalie Holz, Pauline Larrouy-Maestri, Sebastian P. Bayerl, Korbinian Riedhammer, Adria Mallol-Ragolta, Maria Pateraki, Harry Coppock, Ivan Kiskin, Marianne Sinka, Stephen J. Roberts:
The ACM Multimedia 2022 Computational Paralinguistics Challenge: Vocalisations, Stuttering, Activity, & Mosquitoes. ACM Multimedia 2022: 7120-7124 - [c536]Shahin Amiriparian, Lukas Christ, Andreas König, Eva-Maria Meßner, Alan Cowen, Erik Cambria, Björn W. Schuller:
MuSe 2022 Challenge: Multimodal Humour, Emotional Reactions, and Stress. ACM Multimedia 2022: 7389-7391 - [p13]Dagmar M. Schuller, Björn W. Schuller:
Ist Stimme das neue Blut? KI und Stimmbiomarker zu früheren Diagnose - für jedermann, überall und jederzeit. Künstliche Intelligenz im Gesundheitswesen 2022: 565-579 - [e22]Shahin Amiriparian, Lukas Christ, Andreas König, Alan Cowen, Eva-Maria Meßner, Erik Cambria, Björn W. Schuller:
MuSe@MM 2022: Proceedings of the 3rd International on Multimodal Sentiment Analysis Workshop and Challenge, Lisboa, Portugal, 10 October 2022. ACM 2022, ISBN 978-1-4503-9484-0 [contents] - [d3]Andreas Triantafyllopoulos, Anastasia Semertzidou, Meishu Song, Florian B. Pokorny, Björn W. Schuller:
Introducing the COVID-19 YouTube (COVYT) speech dataset featuring the same speakers with and without infection. Zenodo, 2022 - [d2]Lukas Christ, Shahin Amiriparian, Alexander Kathan, Niklas Müller, Andreas König, Björn W. Schuller:
Passau-SFCH. Zenodo, 2022 - [d1]Adria Mallol-Ragolta, Anastasia Semertzidou, Maria Pateraki, Björn W. Schuller:
harAGE Corpus. Zenodo, 2022 - [i153]Toby Godwin, Georgios Rizos, Alice Baird, Najla D. Al Futaisi, Vincent Brisse, Björn W. Schuller:
Evaluating Deep Music Generation Methods Using Data Augmentation. CoRR abs/2201.00052 (2022) - [i152]Kun Zhou, Berrak Sisman, Rajib Rana, Björn W. Schuller, Haizhou Li:
Emotion Intensity and its Control for Emotional Voice Conversion. CoRR abs/2201.03967 (2022) - [i151]Mostafa M. Mohamed, Björn W. Schuller:
Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems. CoRR abs/2202.00993 (2022) - [i150]Harry Coppock, Alican Akman, Christian Bergler, Maurice Gerczuk, Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Jing Han, Shahin Amiriparian, Alice Baird, Lukas Stappen, Sandra Ottl, Panagiotis Tzirakis, Anton Batliner, Cecilia Mascolo, Björn W. Schuller:
A Summary of the ComParE COVID-19 Challenges. CoRR abs/2202.08981 (2022) - [i149]Lukas Stappen, Manuel Milling, Valentin Munst, Korakot Hoffmann, Björn W. Schuller:
Predicting Sex and Stroke Success - Computer-aided Player Grunt Analysis in Tennis Matches. CoRR abs/2202.09102 (2022) - [i148]Shuo Liu, Adria Mallol-Ragolta, Emilia Parada-Cabaleiro, Kun Qian, Xin Jing, Alexander Kathan, Bin Hu, Björn W. Schuller:
Audio Self-supervised Learning: A Survey. CoRR abs/2203.01205 (2022) - [i147]Joseph Turian, Jordie Shier, Humair Raj Khan, Bhiksha Raj, Björn W. Schuller, Christian J. Steinmetz, Colin Malloy, George Tzanetakis, Gissel Velarde, Kirk McNally, Max Henry, Nicolas Pinto, Camille Noufi, Christian Clough, Dorien Herremans, Eduardo Fonseca, Jesse H. Engel, Justin Salamon, Philippe Esling, Pranay Manocha, Shinji Watanabe, Zeyu Jin, Yonatan Bisk:
HEAR 2021: Holistic Evaluation of Audio Representations. CoRR abs/2203.03022 (2022) - [i146]Yi Chang, Sofiane Laridi, Zhao Ren, Gregory Palmer, Björn W. Schuller, Marco Fisichella:
Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition. CoRR abs/2203.04696 (2022) - [i145]Björn W. Schuller, Alican Akman, Yi Chang, Harry Coppock, Alexander Gebhard, Alexander Kathan, Esther Rituerto-González, Andreas Triantafyllopoulos, Florian B. Pokorny:
Climate Change & Computer Audition: A Call to Action and Overview on Audio Intelligence to Help Save the Planet. CoRR abs/2203.06064 (2022) - [i144]Johannes Wagner, Andreas Triantafyllopoulos, Hagen Wierstorf, Maximilian Schmitt, Felix Burkhardt, Florian Eyben, Björn W. Schuller:
Dawn of the transformer era in speech emotion recognition: closing the valence gap. CoRR abs/2203.07378 (2022) - [i143]Björn W. Schuller, Dagmar M. Schuller:
Audiovisual Affect Assessment and Autonomous Automobiles: Applications. CoRR abs/2203.07482 (2022) - [i142]Vincent Karas, Mani Kumar Tellamekala, Adria Mallol-Ragolta, Michel F. Valstar, Björn W. Schuller:
Continuous-Time Audiovisual Fusion with Recurrence vs. Attention for In-The-Wild Affect Recognition. CoRR abs/2203.13285 (2022) - [i141]Zijiang Yang, Xin Jing, Andreas Triantafyllopoulos, Meishu Song, Ilhan Aslan, Björn W. Schuller:
An Overview & Analysis of Sequence-to-Sequence Emotional Voice Conversion. CoRR abs/2203.15873 (2022) - [i140]Yi Chang, Zhao Ren, Thanh Tam Nguyen, Wolfgang Nejdl, Björn W. Schuller:
Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis. CoRR abs/2203.16141 (2022) - [i139]Xin Jing, Shuo Liu, Emilia Parada-Cabaleiro, Andreas Triantafyllopoulos, Meishu Song, Zijiang Yang, Björn W. Schuller:
A Temporal-oriented Broadcast ResNet for COVID-19 Detection. CoRR abs/2203.17012 (2022) - [i138]Andreas Triantafyllopoulos, Johannes Wagner, Hagen Wierstorf, Maximilian Schmitt, Uwe D. Reichel, Florian Eyben, Felix Burkhardt, Björn W. Schuller:
Probing Speech Emotion Recognition Transformers for Linguistic Knowledge. CoRR abs/2204.00400 (2022) - [i137]Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Björn W. Schuller:
Self Supervised Adversarial Domain Adaptation for Cross-Corpus and Cross-Language Speech Emotion Recognition. CoRR abs/2204.08625 (2022) - [i136]Alice Baird, Panagiotis Tzirakis, Gauthier Gidel, Marco Jiralerspong, Eilif B. Muller, Kory W. Mathewson, Björn W. Schuller, Erik Cambria, Dacher Keltner, Alan Cowen:
The ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts. CoRR abs/2205.01780 (2022) - [i135]Rodrigo Mira, Alexandros Haliassos, Stavros Petridis, Björn W. Schuller, Maja Pantic:
SVTS: Scalable Video-to-Speech Synthesis. CoRR abs/2205.02058 (2022) - [i134]Alexander Kathan, Andreas Triantafyllopoulos, Xiangheng He, Manuel Milling, Tianhao Yan, Srividya Tirunellai Rajamani, Ludwig Küster, Mathias Harrer, Elena Heber, Inga Grossmann, David D. Ebert, Björn W. Schuller:
Journaling Data for Daily PHQ-2 Depression Prediction and Forecasting. CoRR abs/2205.03391 (2022) - [i133]Andreas Triantafyllopoulos, Sandra Zänkert, Alice Baird, Julian Konzok, Brigitte M. Kudielka, Björn W. Schuller:
Insights on Modelling Physiological, Appraisal, and Affective Indicators of Stress using Audio Features. CoRR abs/2205.04328 (2022) - [i132]Andreas Triantafyllopoulos, Sandra Ottl, Alexander Gebhard, Esther Rituerto-González, Mirko Jaumann, Steffen Hüttner, Valerie Dieter, Patrick Schneeweiß, Inga Krauß, Maurice Gerczuk, Shahin Amiriparian, Björn W. Schuller:
Fatigue Prediction in Outdoor Running Conditions using Audio Data. CoRR abs/2205.04343 (2022) - [i131]Björn W. Schuller, Anton Batliner, Shahin Amiriparian, Christian Bergler, Maurice Gerczuk, Natalie Holz, Pauline Larrouy-Maestri, Sebastian P. Bayerl, Korbinian Riedhammer, Adria Mallol-Ragolta, Maria Pateraki, Harry Coppock, Ivan Kiskin, Marianne Sinka, Stephen J. Roberts:
The ACM Multimedia 2022 Computational Paralinguistics Challenge: Vocalisations, Stuttering, Activity, & Mosquitoes. CoRR abs/2205.06799 (2022) - [i130]Xiangheng He, Andreas Triantafyllopoulos, Alexander Kathan, Manuel Milling, Tianhao Yan, Srividya Tirunellai Rajamani, Ludwig Küster, Mathias Harrer, Elena Heber, Inga Grossmann, David D. Ebert, Björn W. Schuller:
Depression Diagnosis and Forecast based on Mobile Phone Sensor Data. CoRR abs/2205.07861 (2022) - [i129]Mani Kumar Tellamekala, Shahin Amiriparian, Björn W. Schuller, Elisabeth André, Timo Giesbrecht, Michel F. Valstar:
COLD Fusion: Calibrated and Ordinal Latent Distribution Fusion for Uncertainty-Aware Multimodal Emotion Recognition. CoRR abs/2206.05833 (2022) - [i128]Andreas Triantafyllopoulos, Meishu Song, Zijiang Yang, Xin Jing, Björn W. Schuller:
Exploring speaker enrolment for few-shot personalisation in emotional vocalisation prediction. CoRR abs/2206.06680 (2022) - [i127]Rui Liu, Berrak Sisman, Björn W. Schuller, Guanglai Gao, Haizhou Li:
Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep Learning. CoRR abs/2206.07229 (2022) - [i126]Xin Jing, Meishu Song, Andreas Triantafyllopoulos, Zijiang Yang, Björn W. Schuller:
Redundancy Reduction Twins Network: A Training framework for Multi-output Emotion Regression. CoRR abs/2206.09142 (2022) - [i125]Andreas Triantafyllopoulos, Anastasia Semertzidou, Meishu Song, Florian B. Pokorny, Björn W. Schuller:
COVYT: Introducing the Coronavirus YouTube and TikTok speech dataset featuring the same speakers with and without infection. CoRR abs/2206.11045 (2022) - [i124]Meishu Song, Zijiang Yang, Andreas Triantafyllopoulos, Xin Jing, Vincent Karas, Jiangjian Xie, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller:
Dynamic Restrained Uncertainty Weighting Loss for Multitask Learning of Vocal Expression. CoRR abs/2206.11049 (2022) - [i123]Anna Hlédiková, Dominika Woszczyk, Alican Akman, Soteris Demetriou, Björn W. Schuller:
Data Augmentation for Dementia Detection in Spoken Language. CoRR abs/2206.12879 (2022) - [i122]Mani Kumar Tellamekala, Ömer Sümer, Björn W. Schuller, Elisabeth André, Timo Giesbrecht, Michel F. Valstar:
Are 3D Face Shapes Expressive Enough for Recognising Continuous Emotions and Action Unit Intensities? CoRR abs/2207.01113 (2022) - [i121]Alice Baird, Panagiotis Tzirakis, Jeffrey A. Brooks, Christopher B. Gregory, Björn W. Schuller, Anton Batliner, Dacher Keltner, Alan Cowen:
The ACII 2022 Affective Vocal Bursts Workshop & Competition: Understanding a critically understudied modality of emotional expression. CoRR abs/2207.03572 (2022) - [i120]Siddique Latif, Rajib Rana, Sara Khalifa, Raja Jurdak, Björn W. Schuller:
Multitask Learning from Augmented Auxiliary Data for Improving Speech Emotion Recognition. CoRR abs/2207.05298 (2022) - [i119]Lukas Christ, Shahin Amiriparian, Alice Baird, Panagiotis Tzirakis, Alexander Kathan, Niklas Müller, Lukas Stappen, Eva-Maria Meßner, Andreas König, Alan Cowen, Erik Cambria, Björn W. Schuller:
The MuSe 2022 Multimodal Sentiment Analysis Challenge: Humor, Emotional Reactions, and Stress. CoRR abs/2207.05691 (2022) - [i118]Alice Baird, Panagiotis Tzirakis, Gauthier Gidel, Marco Jiralerspong, Eilif B. Muller, Kory W. Mathewson, Björn W. Schuller, Erik Cambria, Dacher Keltner, Alan Cowen:
Proceedings of the ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts. CoRR abs/2207.06958 (2022) - [i117]Andreas Triantafyllopoulos, Markus Fendler, Anton Batliner, Maurice Gerczuk, Shahin Amiriparian, Thomas M. Berghaus, Björn W. Schuller:
Distinguishing between pre- and post-treatment in the speech of patients with chronic obstructive pulmonary disease. CoRR abs/2207.12784 (2022) - [i116]Kun Zhou, Berrak Sisman, Rajib Rana, Björn W. Schuller, Haizhou Li:
Speech Synthesis with Mixed Emotions. CoRR abs/2208.05890 (2022) - [i115]Vincent Karas, Andreas Triantafyllopoulos, Meishu Song, Björn W. Schuller:
Self-Supervised Attention Networks and Uncertainty Loss Weighting for Multi-Task Emotion Recognition on Vocal Bursts. CoRR abs/2209.07384 (2022) - [i114]Lukas Christ, Shahin Amiriparian, Alexander Kathan, Niklas Müller, Andreas König, Björn W. Schuller:
Multimodal Prediction of Spontaneous Humour: A Novel Dataset and First Results. CoRR abs/2209.14272 (2022) - [i113]Jonah Anton, Harry Coppock, Pancham Shukla, Björn W. Schuller:
Audio Barlow Twins: Self-Supervised Audio Representation Learning. CoRR abs/2209.14345 (2022) - [i112]Andreas Triantafyllopoulos, Björn W. Schuller, Gökçe Iymen, Tevfik Metin Sezgin, Xiangheng He, Zijiang Yang, Panagiotis Tzirakis, Shuo Liu, Silvan Mertes, Elisabeth André, Ruibo Fu, Jianhua Tao:
An Overview of Affective Speech Synthesis and Conversion in the Deep Learning Era. CoRR abs/2210.03538 (2022) - [i111]Georgios Rizos, Jenna Lawson, Simon Mitchell, Pranay Shah, Xin Wen, Cristina Banks-Leite, Robert M. Ewers, Björn W. Schuller:
Propagating Variational Model Uncertainty for Bioacoustic Call Label Smoothing. CoRR abs/2210.10526 (2022) - [i110]Zhao Ren, Thanh Tam Nguyen, Yi Chang, Björn W. Schuller:
Fast Yet Effective Speech Emotion Recognition with Self-distillation. CoRR abs/2210.14636 (2022) - [i109]Yi Chang, Zhao Ren, Thanh Tam Nguyen, Kun Qian, Björn W. Schuller:
Knowledge Transfer For On-Device Speech Emotion Recognition with Neural Structured Learning. CoRR abs/2210.14977 (2022) - [i108]Alice Baird, Panagiotis Tzirakis, Jeffrey A. Brooks, Christopher B. Gregory, Björn W. Schuller, Anton Batliner, Dacher Keltner, Alan Cowen:
Proceedings of the ACII Affective Vocal Bursts Workshop and Competition 2022 (A-VB): Understanding a critically understudied modality of emotional expression. CoRR abs/2210.15754 (2022) - [i107]Siddique Latif, Hafiz Shehbaz Ali, Muhammad Usama, Rajib Rana, Björn W. Schuller, Junaid Qadir:
AI-Based Emotion Recognition: Promise, Peril, and Prescriptions for Prosocial Path. CoRR abs/2211.07290 (2022) - [i106]Jobie Budd, Kieran Baker, Emma Karoune, Harry Coppock, Selina Patel, Ana Tendero Cañadas, Alexander Titcomb, Richard Payne, David Hurley, Sabrina Egglestone, Lorraine Butler, Jonathon Mellor, George Nicholson, Ivan Kiskin, Vasiliki Koutra, Radka Jersakova, Rachel A. McKendry, Peter Diggle, Sylvia Richardson, Björn W. Schuller, Steven Gilmour, Davide Pigoli, Stephen J. Roberts, Josef Packham, Tracey Thornley, Chris C. Holmes:
A large-scale and PCR-referenced vocal audio dataset for COVID-19. CoRR abs/2212.07738 (2022) - [i105]Harry Coppock, George Nicholson, Ivan Kiskin, Vasiliki Koutra, Kieran Baker, Jobie Budd, Richard Payne, Emma Karoune, David Hurley, Alexander Titcomb, Sabrina Egglestone, Ana Tendero Cañadas, Lorraine Butler, Radka Jersakova, Jonathon Mellor, Selina Patel, Tracey Thornley, Peter Diggle, Sylvia Richardson, Josef Packham, Björn W. Schuller, Davide Pigoli, Steven Gilmour, Stephen J. Roberts, Chris C. Holmes:
Audio-based AI classifiers show no evidence of improved COVID-19 screening over simple symptoms checkers. CoRR abs/2212.08570 (2022) - [i104]Davide Pigoli, Kieran Baker, Jobie Budd, Lorraine Butler, Harry Coppock, Sabrina Egglestone, Steven G. Gilmour, Chris C. Holmes, David Hurley, Radka Jersakova, Ivan Kiskin, Vasiliki Koutra, Jonathon Mellor, George Nicholson, Joe Packham, Selina Patel, Richard Payne, Stephen J. Roberts, Björn W. Schuller, Ana Tendero Cañadas, Tracey Thornley, Alexander Titcomb:
Statistical Design and Analysis for Robust Machine Learning: A Case Study from COVID-19. CoRR abs/2212.08571 (2022) - [i103]Lukas Christ, Shahin Amiriparian, Manuel Milling, Ilhan Aslan, Björn W. Schuller:
Automatic Emotion Modelling in Written Stories. CoRR abs/2212.11382 (2022) - 2021
- [j178]Katrin D. Bartl-Pokorny, Malgorzata Pykala, Pinar Uluer, Duygun Erol Barkana, Alice Baird, Hatice Kose, Tatjana Zorcec, Ben Robins, Björn W. Schuller, Agnieszka Landowska:
Robot-Based Intervention for Children With Autism Spectrum Disorder: A Systematic Literature Review. IEEE Access 9: 165433-165450 (2021) - [j177]Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller:
Exploring Perception Uncertainty for Emotion Recognition in Dyadic Conversation and Music Listening. Cogn. Comput. 13(2): 231-240 (2021) - [j176]Benjamin Sertolli, Zhao Ren, Björn W. Schuller, Nicholas Cummins:
Representation transfer learning from deep end-to-end speech recognition networks for the classification of health states from speech. Comput. Speech Lang. 68: 101204 (2021) - [j175]Zhengxin Joseph Ye, Björn W. Schuller:
Capturing dynamics of post-earnings-announcement drift using a genetic algorithm-optimized XGBoost. Expert Syst. Appl. 177: 114892 (2021) - [j174]Zixing Zhang, Ding Liu, Jing Han, Kun Qian, Björn W. Schuller:
Learning audio sequence representations for acoustic event classification. Expert Syst. Appl. 178: 115007 (2021) - [j173]Lukas Stappen, Alice Baird, Erik Cambria, Björn W. Schuller:
Sentiment Analysis and Topic Recognition in Video Transcriptions. IEEE Intell. Syst. 36(2): 88-95 (2021) - [j172]Sushovan Chanda, Kedar Fitwe, Gauri Deshpande, Björn W. Schuller, Sachin Patel:
A Deep Audiovisual Approach for Human Confidence Classification. Frontiers Comput. Sci. 3: 674533 (2021) - [j171]Alice Baird, Andreas Triantafyllopoulos, Sandra Zänkert, Sandra Ottl, Lukas Christ, Lukas Stappen, Julian Konzok, Sarah Sturmbauer, Eva-Maria Meßner, Brigitte M. Kudielka, Nicolas Rohleder, Harald Baumeister, Björn W. Schuller:
An Evaluation of Speech-Based Recognition of Emotional and Physiological Markers of Stress. Frontiers Comput. Sci. 3: 750284 (2021) - [j170]Novi Quadrianto, Björn W. Schuller, Finnian Rachel Lattimore:
Editorial: Ethical Machine Learning and Artificial Intelligence. Frontiers Big Data 4: 742589 (2021) - [j169]Björn W. Schuller, Dagmar M. Schuller, Kun Qian, Juan Liu, Huaiyuan Zheng, Xiao Li:
COVID-19 and Computer Audition: An Overview on What Speech & Sound Analysis Could Contribute in the SARS-CoV-2 Corona Crisis. Frontiers Digit. Health 3: 564906 (2021) - [j168]Yi Chang, Xin Jing, Zhao Ren, Björn W. Schuller:
CovNet: A Transfer Learning Framework for Automatic COVID-19 Detection From Crowd-Sourced Cough Sounds. Frontiers Digit. Health 3: 799067 (2021) - [j167]Jing Han, Zixing Zhang, Maja Pantic, Björn W. Schuller:
Internet of emotional people: Towards continual affective computing cross cultures via audiovisual signals. Future Gener. Comput. Syst. 114: 294-306 (2021) - [j166]Sicheng Zhao, Min Xu, Qingming Huang, Björn W. Schuller:
Introduction to the Special Issue on MMAC: Multimodal Affective Computing of Large-Scale Multimedia Data. IEEE Multim. 28(2): 8-10 (2021) - [j165]Panagiotis Tzirakis, Jiaxin Chen, Stefanos Zafeiriou, Björn W. Schuller:
End-to-end multimodal affect recognition in real-world environments. Inf. Fusion 68: 46-53 (2021) - [j164]Kun Qian, Tomoya Koike, Kazuhiro Yoshiuchi, Björn W. Schuller, Yoshiharu Yamamoto:
Can Appliances Understand the Behavior of Elderly Via Machine Learning? A Feasibility Study. IEEE Internet Things J. 8(10): 8343-8355 (2021) - [j163]Kun Qian, Maximilian Schmitt, Huaiyuan Zheng, Tomoya Koike, Jing Han, Juan Liu, Wei Ji, Junjun Duan, Meishu Song, Zijiang Yang, Zhao Ren, Shuo Liu, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller:
Computer Audition for Fighting the SARS-CoV-2 Corona Crisis - Introducing the Multitask Speech Corpus for COVID-19. IEEE Internet Things J. 8(21): 16035-16046 (2021) - [j162]Shuo Liu, Gil Keren, Emilia Parada-Cabaleiro, Björn W. Schuller:
N-HANS: A neural network-based toolkit for in-the-wild audio enhancement. Multim. Tools Appl. 80(18): 28365-28389 (2021) - [j161]Ziping Zhao, Qifei Li, Zixing Zhang, Nicholas Cummins, Haishuai Wang, Jianhua Tao, Björn W. Schuller:
Combining a parallel 2D CNN with a self-attention Dilated Residual Network for CTC-based discrete speech emotion recognition. Neural Networks 141: 52-60 (2021) - [j160]Jean Kossaifi, Robert Walecki, Yannis Panagakis, Jie Shen, Maximilian Schmitt, Fabien Ringeval, Jing Han, Vedhas Pandit, Antoine Toisoul, Björn W. Schuller, Kam Star, Elnar Hajiyev, Maja Pantic:
SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild. IEEE Trans. Pattern Anal. Mach. Intell. 43(3): 1022-1040 (2021) - [j159]Kun Qian, Zixing Zhang, Yoshiharu Yamamoto, Björn W. Schuller:
Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring. IEEE Signal Process. Mag. 38(4): 78-88 (2021) - [j158]Björn W. Schuller, Rosalind W. Picard, Elisabeth André, Jonathan Gratch, Jianhua Tao:
Intelligent Signal Processing for Affective Computing [From the Guest Editors]. IEEE Signal Process. Mag. 38(6): 9-11 (2021) - [j157]Jing Han, Zixing Zhang, Cecilia Mascolo, Elisabeth André, Jianhua Tao, Ziping Zhao, Björn W. Schuller:
Deep Learning for Mobile Mental Health: Challenges and recent advances. IEEE Signal Process. Mag. 38(6): 96-105 (2021) - [j156]Jing Han, Zixing Zhang, Zhao Ren, Björn W. Schuller:
EmoBed: Strengthening Monomodal Emotion Recognition via Training with Crossmodal Emotion Embeddings. IEEE Trans. Affect. Comput. 12(3): 553-564 (2021) - [j155]Zengjie Zhang, Kun Qian, Björn W. Schuller, Dirk Wollherr:
An Online Robot Collision Detection and Identification Scheme by Supervised Learning and Bayesian Decision Theory. IEEE Trans Autom. Sci. Eng. 18(3): 1144-1156 (2021) - [j154]Jiaming Cheng, Ruiyu Liang, Zhenlin Liang, Li Zhao, Chengwei Huang, Björn W. Schuller:
A Deep Adaptation Network for Speech Enhancement: Combining a Relativistic Discriminator With Multi-Kernel Maximum Mean Discrepancy. IEEE ACM Trans. Audio Speech Lang. Process. 29: 41-53 (2021) - [j153]N. P. Narendra, Björn W. Schuller, Paavo Alku:
The Detection of Parkinson's Disease From Speech Using Voice Source Information. IEEE ACM Trans. Audio Speech Lang. Process. 29: 1925-1936 (2021) - [j152]Kazi Nazmul Haque, Rajib Rana, Jiajun Liu, John H. L. Hansen, Nicholas Cummins, Carlos Busso, Björn W. Schuller:
Guided Generative Adversarial Neural Network for Representation Learning and Audio Generation Using Fewer Labelled Audio Data. IEEE ACM Trans. Audio Speech Lang. Process. 29: 2575-2590 (2021) - [j151]Kun Qian, Christoph Janott, Maximilian Schmitt, Zixing Zhang, Clemens Heiser, Werner Hemmert, Yoshiharu Yamamoto, Björn W. Schuller:
Can Machine Learning Assist Locating the Excitation of Snore Sound? A Review. IEEE J. Biomed. Health Informatics 25(4): 1233-1246 (2021) - [j150]Zhao Ren, Qiuqiang Kong, Jing Han, Mark D. Plumbley, Björn W. Schuller:
CAA-Net: Conditional Atrous CNNs With Attention for Explainable Device-Robust Acoustic Scene Classification. IEEE Trans. Multim. 23: 4131-4142 (2021) - [j149]Bob R. Schadenberg, Dennis Reidsma, Vanessa Evers, Daniel P. Davison, Jamy J. Li, Dirk K. J. Heylen, Carlos Neves, Paulo Alvito, Jie Shen, Maja Pantic, Björn W. Schuller, Nicholas Cummins, Vlad Olaru, Cristian Sminchisescu, Snezana Babovic Dimitrijevic, Suncica Petrovic, Aurelie Baranger, Alria Williams, Alyssa M. Alcorn, Elizabeth Pellicano:
Predictable Robots for Autistic Children - Variance in Robot Behaviour, Idiosyncrasies in Autistic Children's Characteristics, and Child-Robot Engagement. ACM Trans. Comput. Hum. Interact. 28(5): 36:1-36:42 (2021) - [j148]Ziping Zhao, Zhongtian Bao, Zixing Zhang, Nicholas Cummins, Shihuang Sun, Haishuai Wang, Jianhua Tao, Björn W. Schuller:
Self-attention transfer networks for speech emotion recognition. Virtual Real. Intell. Hardw. 3(1): 43-54 (2021) - [j147]Meishu Song, Adria Mallol-Ragolta, Emilia Parada-Cabaleiro, Zijiang Yang, Shuo Liu, Zhao Ren, Ziping Zhao, Björn W. Schuller:
Frustration recognition from speech during game interaction using wide residual networks. Virtual Real. Intell. Hardw. 3(1): 76-86 (2021) - [c535]Lukas Stappen, Lea Schumann, Anton Batliner, Björn W. Schuller:
Embracing and Exploiting Annotator Emotional Subjectivity: An Affective Rater Ensemble Model. ACII (Workshops and Demos) 2021: 1-8 - [c534]Korbinian Friedl, Georgios Rizos, Lukas Stappen, Madina Hasan, Lucia Specia, Thomas Hain, Björn W. Schuller:
Uncertainty Aware Review Hallucination for Science Article Classification. ACL/IJCNLP (Findings) 2021: 5004-5009 - [c533]Jason Thies, Lukas Stappen, Gerhard Hagerer, Björn W. Schuller, Georg Groh:
GraphTMT: Unsupervised Graph-based Topic Modeling from Video Transcripts. BigMM 2021: 1-8 - [c532]Mina A. Nessiem, Mostafa M. Mohamed, Harry Coppock, Alexander Gaskell, Björn W. Schuller:
Detecting COVID-19 from Breathing and Coughing Sounds using Deep Neural Networks. CBMS 2021: 183-188 - [c531]Ru Zhang, Yuanchun Shi, Björn W. Schuller, Elisabeth André, Sharon L. Oviatt, Aaron Quigley, Nicolai Marquardt, Ilhan Aslan, Ran Ju:
User Experience for Multi-Device Ecosystems: Challenges and Opportunities. CHI Extended Abstracts 2021: 111:1-111:5 - [c530]Andreas Triantafyllopoulos, Manuel Milling, Konstantinos Drossos, Björn W. Schuller:
Fairness and Underspecification in Acoustic Scene Classification: The Case for Disaggregated Evaluations. DCASE 2021: 70-74 - [c529]Kun Qian, Tomoya Koike, Kota Tamada, Toru Takumi, Björn W. Schuller, Yoshiharu Yamamoto:
Sensing the Sounds of Silence: A Pilot Study on the Detection of Model Mice of Autism Spectrum Disorder from Ultrasonic Vocalisations. EMBC 2021: 68-71 - [c528]Gauri Deshpande, Björn W. Schuller:
COVID-19 Biomarkers in Speech: On Source and Filter Components. EMBC 2021: 800-803 - [c527]Shuo Liu, Adria Mallol-Ragolta, Björn W. Schuller:
COVID-19 Detection with a Novel Multi-Type Deep Fusion Method using Breathing and Coughing Information. EMBC 2021: 1840-1843 - [c526]Tomoya Koike, Kun Qian, Björn W. Schuller, Yoshiharu Yamamoto:
Transferring Cross-Corpus Knowledge: An Investigation on Data Augmentation for Heart Sound Classification. EMBC 2021: 1976-1979 - [c525]Adria Mallol-Ragolta, Shuo Liu, Björn W. Schuller:
The Filtering Effect of Face Masks in their Detection from Speech. EMBC 2021: 2079-2082 - [c524]Yi Chang, Zhao Ren, Björn W. Schuller:
Transformer-based CNNs: Mining Temporal Context Information for Multi-sound COVID-19 Diagnosis. EMBC 2021: 2335-2338 - [c523]Fabio Hellmann, Zhao Ren, Elisabeth André, Björn W. Schuller:
Deformable Dilated Faster R-CNN for Universal Lesion Detection in CT Images. EMBC 2021: 2896-2902 - [c522]Adria Mallol-Ragolta, Anastasia Semertzidou, Maria Pateraki, Björn W. Schuller:
harAGE: A Novel Multimodal Smartwatch-based Dataset for Human Activity Recognition. FG 2021: 1-7 - [c521]Meishu Song, Emilia Parada-Cabaleiro, Shuo Liu, Manuel Milling, Alice Baird, Zijiang Yang, Björn W. Schuller:
Supervised Contrastive Learning for Game-Play Frustration Detection from Speech. HCI (7) 2021: 617-629 - [c520]Chao Li, Boyang Chen, Ziping Zhao, Nicholas Cummins, Björn W. Schuller:
Hierarchical Attention-Based Temporal Convolutional Networks for Eeg-Based Emotion Recognition. ICASSP 2021: 1240-1244 - [c519]Panagiotis Tzirakis, Anh Nguyen, Stefanos Zafeiriou, Björn W. Schuller:
Speech Emotion Recognition Using Semantic Information. ICASSP 2021: 6279-6283 - [c518]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Adria Mallol-Ragolta, Shuo Liu, Björn W. Schuller:
A Novel Attention-Based Gated Recurrent Unit and its Efficacy in Speech Emotion Recognition. ICASSP 2021: 6294-6298 - [c517]Andreas Triantafyllopoulos, Björn W. Schuller:
The Role of Task and Acoustic Similarity in Audio Transfer Learning: Insights from the Speech Emotion Recognition Case. ICASSP 2021: 7268-7272 - [c516]Meishu Song, Kun Qian, Bin Chen, Keiju Okabayashi, Emilia Parada-Cabaleiro, Zijiang Yang, Shuo Liu, Kazumasa Togami, Ichiro Hidaka, Yueheng Wang, Björn W. Schuller, Yoshiharu Yamamoto:
Predicting Group Work Performance from Physical Handwriting Features in a Smart English Classroom. ICDSP 2021: 140-145 - [c515]Andreas Triantafyllopoulos, Shuo Liu, Björn W. Schuller:
Deep speaker conditioning for speech emotion recognition. ICME 2021: 1-6 - [c514]Björn W. Schuller, Tuomas Virtanen, Maria Riveiro, Georgios Rizos, Jing Han, Annamaria Mesaros, Konstantinos Drossos:
Towards Sonification in Multimodal and User-friendlyExplainable Artificial Intelligence. ICMI 2021: 788-792 - [c513]Dongyan Huang, Björn W. Schuller, Jianhua Tao, Lei Xie, Jie Yang:
ASMMC21: The 6th International Workshop on Affective Social Multimedia Computing. ICMI 2021: 864-867 - [c512]Shahin Amiriparian, Björn W. Schuller:
AI Hears Your Health: Computer Audition for Health Monitoring. IHAW 2021: 227-233 - [c511]Zhengxin Joseph Ye, Björn W. Schuller:
Deep Learning Post-Earnings-Announcement Drift. IJCNN 2021: 1-7 - [c510]Björn W. Schuller, Anton Batliner, Christian Bergler, Cecilia Mascolo, Jing Han, Iulia Lefter, Heysem Kaya, Shahin Amiriparian, Alice Baird, Lukas Stappen, Sandra Ottl, Maurice Gerczuk, Panagiotis Tzirakis, Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Léon J. M. Rothkrantz, Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp:
The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. Interspeech 2021: 431-435 - [c509]Georgios Rizos, Jenna Lawson, Zhuoda Han, Duncan Butler, James Rosindell, Krystian Mikolajczyk, Cristina Banks-Leite, Björn W. Schuller:
Multi-Attentive Detection of the Spider Monkey Whinny in the (Actual) Wild. Interspeech 2021: 471-475 - [c508]Judith Dineley, Grace Lavelle, Daniel Leightley, Faith Matcham, Sara Siddi, Maria Teresa Peñarrubia-María, Katie M. White, Alina Ivan, Carolin Oetzmann, Sara Simblett, Erin Dawe-Lane, Stuart Bruce, Daniel Stahl, Yatharth Ranjan, Zulqarnain Rashid, Pauline Conde, Amos A. Folarin, Josep Maria Haro, Til Wykes, Richard J. B. Dobson, Vaibhav A. Narayan, Matthew Hotopf, Björn W. Schuller, Nicholas Cummins, RADAR-CNS Consortium:
Remote Smartphone-Based Speech Collection: Acceptance and Barriers in Individuals with Major Depressive Disorder. Interspeech 2021: 631-635 - [c507]Xiangheng He, Junjie Chen, Georgios Rizos, Björn W. Schuller:
An Improved StarGAN for Emotional Voice Conversion: Enhancing Voice Quality and Data Augmentation. Interspeech 2021: 821-825 - [c506]Vincent Karas, Björn W. Schuller:
Recognising Covid-19 from Coughing Using Ensembles of SVMs and LSTMs with Handcrafted and Deep Audio Features. Interspeech 2021: 911-915 - [c505]Gauri Deshpande, Björn W. Schuller:
The DiCOVA 2021 Challenge - An Encoder-Decoder Approach for COVID-19 Recognition from Coughing Audio. Interspeech 2021: 931-935 - [c504]Adria Mallol-Ragolta, Helena Cuesta, Emilia Gómez, Björn W. Schuller:
Cough-Based COVID-19 Detection with Contextual Attention Convolutional Neural Networks and Gender Information. Interspeech 2021: 941-945 - [c503]Pascal Hecker, Florian B. Pokorny, Katrin D. Bartl-Pokorny, Uwe D. Reichel, Zhao Ren, Simone Hantke, Florian Eyben, Dagmar M. Schuller, Bert Arnrich, Björn W. Schuller:
Speaking Corona? Human and Machine Recognition of COVID-19 from Voice. Interspeech 2021: 1029-1033 - [c502]Pingchuan Ma, Rodrigo Mira, Stavros Petridis, Björn W. Schuller, Maja Pantic:
LiRA: Learning Visual Speech Representations from Audio Through Self-Supervision. Interspeech 2021: 3011-3015 - [c501]Alice Baird, Silvan Mertes, Manuel Milling, Lukas Stappen, Thomas Wiest, Elisabeth André, Björn W. Schuller:
A Prototypical Network Approach for Evaluating Generated Emotional Speech. Interspeech 2021: 3161-3165 - [c500]Tianhao Yan, Hao Meng, Emilia Parada-Cabaleiro, Shuo Liu, Meishu Song, Björn W. Schuller:
Coughing-Based Recognition of Covid-19 with Spatial Attentive ConvLSTM Recurrent Neural Networks. Interspeech 2021: 4154-4158 - [c499]Emilia Parada-Cabaleiro, Maximilian Schmitt, Anton Batliner, Björn W. Schuller, Markus Schedl:
Automatic Recognition of Texture in Renaissance Music. ISMIR 2021: 509-516 - [c498]Joshua Y. Kim, Chunfeng Liu, Rafael A. Calvo, Kathryn McCabe, Silas C. R. Taylor, Björn W. Schuller, Kaihang Wu:
Comparison of Automatic Speech Recognition Systems. IWSDS 2021: 123-131 - [c497]Kun Qian, Björn W. Schuller, Yoshiharu Yamamoto:
Recent Advances in Computer Audition for Diagnosing COVID-19: An Overview. LifeTech 2021: 181-182 - [c496]Lukas Stappen, Alice Baird, Lukas Christ, Lea Schumann, Benjamin Sertolli, Eva-Maria Meßner, Erik Cambria, Guoying Zhao, Björn W. Schuller:
The MuSe 2021 Multimodal Sentiment Analysis Challenge: Sentiment, Emotion, Physiological-Emotion, and Stress. MuSe @ ACM Multimedia 2021: 5-14 - [c495]Alice Baird, Lukas Stappen, Lukas Christ, Lea Schumann, Eva-Maria Messner, Björn W. Schuller:
A Physiologically-Adapted Gold Standard for Arousal during Stress. MuSe @ ACM Multimedia 2021: 69-73 - [c494]Lukas Stappen, Lea Schumann, Benjamin Sertolli, Alice Baird, Benjamin Weigel, Erik Cambria, Björn W. Schuller:
MuSe-Toolbox: The Multimodal Sentiment Analysis Continuous Annotation Fusion and Discrete Class Transformation Toolbox. MuSe @ ACM Multimedia 2021: 75-82 - [c493]Lukas Stappen, Eva-Maria Meßner, Erik Cambria, Guoying Zhao, Björn W. Schuller:
MuSe 2021 Challenge: Multimodal Emotion, Sentiment, Physiological-Emotion, and Stress Detection. ACM Multimedia 2021: 5706-5707 - [c492]Toby Godwin, Georgios Rizos, Alice Baird, Najla D. Al Futaisi, Vincent Brisse, Björn W. Schuller:
Evaluating Deep Music Generation Methods Using Data Augmentation. MMSP 2021: 1-6 - [c491]Srividya Tirunellai Rajamani, Kumar T. Rajamani, Björn W. Schuller:
Towards an Efficient Deep Learning Model for Emotion and Theme Recognition in Music. MMSP 2021: 1-5 - [c490]Joseph Turian, Jordie Shier, Humair Raj Khan, Bhiksha Raj, Björn W. Schuller, Christian J. Steinmetz, Colin Malloy, George Tzanetakis, Gissel Velarde, Kirk McNally, Max Henry, Nicolas Pinto, Camille Noufi, Christian Clough, Dorien Herremans, Eduardo Fonseca, Jesse H. Engel, Justin Salamon, Philippe Esling, Pranay Manocha, Shinji Watanabe, Zeyu Jin, Yonatan Bisk:
HEAR: Holistic Evaluation of Audio Representations. NeurIPS (Competition and Demos) 2021: 125-145 - [c489]Xinzhou Xu, Jun Deng, Zixing Zhang, Chen Wu, Björn W. Schuller:
Identifying surgical-mask speech using deep neural networks on low-level aggregation. SAC 2021: 580-585 - [c488]Alice Baird, Shahin Amiriparian, Manuel Milling, Björn W. Schuller:
Emotion Recognition in Public Speaking Scenarios Utilising An LSTM-RNN Approach with Attention. SLT 2021: 397-402 - [c487]Decky Aspandi, Federico Sukno, Björn W. Schuller, Xavier Binefa:
An Enhanced Adversarial Network with Combined Latent Features for Spatio-temporal Facial Affect Estimation in the Wild. VISIGRAPP (4: VISAPP) 2021: 172-181 - [e21]Joseph Turian, Björn W. Schuller, Dorien Herremans, Katrin Kirchhoff, L. Paola García-Perera, Philippe Esling:
HEAR: Holistic Evaluation of Audio Representations, Virtual Event, December 13-14, 2021. Proceedings of Machine Learning Research 166, PMLR 2021 [contents] - [e20]Björn W. Schuller, Lukas Stappen, Eva-Maria Meßner, Erik Cambria, Guoying Zhao:
MuSe '21: Proceedings of the 2nd on Multimodal Sentiment Analysis Challenge, Virtual Event, China, 24 October 2021. ACM 2021, ISBN 978-1-4503-8678-4 [contents] - [i102]Thejan Rajapakshe, Rajib Rana, Sara Khalifa, Björn W. Schuller, Jiajun Liu:
A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition. CoRR abs/2101.00738 (2021) - [i101]Ognjen Rudovic, Nicolas Tobis, Sebastian Kaltwang, Björn W. Schuller, Daniel Rueckert, Jeffrey F. Cohn, Rosalind W. Picard:
Personalized Federated Deep Learning for Pain Estimation From Face Images. CoRR abs/2101.04800 (2021) - [i100]Zhao Ren, Kun Qian, Fengquan Dong, Zhenyu Dai, Yoshiharu Yamamoto, Björn W. Schuller:
Deep Attention-based Representation Learning for Heart Sound Classification. CoRR abs/2101.04979 (2021) - [i99]Lukas Stappen, Alice Baird, Lea Schumann, Björn W. Schuller:
The Multimodal Sentiment Analysis in Car Reviews (MuSe-CaR) Dataset: Collection, Insights and Improvements. CoRR abs/2101.06053 (2021) - [i98]Harry Coppock, Alexander Gaskell, Panagiotis Tzirakis, Alice Baird, Lyn Jones, Björn W. Schuller:
End-2-End COVID-19 Detection from Breath & Cough Audio. CoRR abs/2102.08359 (2021) - [i97]Decky Aspandi, Federico Sukno, Björn W. Schuller, Xavier Binefa:
An Enhanced Adversarial Network with Combined Latent Features for Spatio-Temporal Facial Affect Estimation in the Wild. CoRR abs/2102.09150 (2021) - [i96]Björn W. Schuller, Anton Batliner, Christian Bergler, Cecilia Mascolo, Jing Han, Iulia Lefter, Heysem Kaya, Shahin Amiriparian, Alice Baird, Lukas Stappen, Sandra Ottl, Maurice Gerczuk, Panagiotis Tzirakis, Chloë Brown, Jagmohan Chauhan, Andreas Grammenos, Apinan Hasthanasombat, Dimitris Spathis, Tong Xia, Pietro Cicuta, Léon J. M. Rothkrantz, Joeri A. Zwerts, Jelle Treep, Casper S. Kaandorp:
The INTERSPEECH 2021 Computational Paralinguistics Challenge: COVID-19 Cough, COVID-19 Speech, Escalation & Primates. CoRR abs/2102.13468 (2021) - [i95]Panagiotis Tzirakis, Anh Nguyen, Stefanos Zafeiriou, Björn W. Schuller:
Speech Emotion Recognition using Semantic Information. CoRR abs/2103.02993 (2021) - [i94]Maurice Gerczuk, Shahin Amiriparian, Sandra Ottl, Björn W. Schuller:
EmoNet: A Transfer Learning Framework for Multi-Corpus Speech Emotion Recognition. CoRR abs/2103.08310 (2021) - [i93]Sicheng Zhao, Quanwei Huang, Youbao Tang, Xingxu Yao, Jufeng Yang, Guiguang Ding, Björn W. Schuller:
Computational Emotion Analysis From Images: Recent Advances and Future Directions. CoRR abs/2103.10798 (2021) - [i92]Lukas Stappen, Alice Baird, Lukas Christ, Lea Schumann, Benjamin Sertolli, Eva-Maria Messner, Erik Cambria, Guoying Zhao, Björn W. Schuller:
The MuSe 2021 Multimodal Sentiment Analysis Challenge: Sentiment, Emotion, Physiological-Emotion, and Stress. CoRR abs/2104.07123 (2021) - [i91]Judith Dineley, Grace Lavelle, Daniel Leightley, Faith Matcham, Sara Siddi, Maria Teresa Peñarrubia-María, Katie M. White, Alina Ivan, Carolin Oetzmann, Sara Simblett, Erin Dawe-Lane, Stuart Bruce, Daniel Stahl, Josep Maria Haro, Til Wykes, Vaibhav A. Narayan, Matthew Hotopf, Björn W. Schuller, Nicholas Cummins:
Remote smartphone-based speech collection: acceptance and barriers in individuals with major depressive disorder. CoRR abs/2104.08600 (2021) - [i90]Shuo Liu, Jing Han, Estela Laporta Puyal, Spyridon Kontaxis, Shaoxiong Sun, Patrick Locatelli, Judith Dineley, Florian B. Pokorny, Gloria Dalla Costa, Letizia Leocani, Ana Isabel Guerrero, Carlos Nos, Ana Zabalza, Per Soelberg Sørensen, Mathias Buron, Melinda Magyari, Yatharth Ranjan, Zulqarnain Rashid, Pauline Conde, Callum L. Stewart, Amos A. Folarin, Richard J. B. Dobson, Raquel Bailón, Srinivasan Vairavan, Nicholas Cummins, Vaibhav A. Narayan, Matthew Hotopf, Giancarlo Comi, Björn W. Schuller:
Fitbeat: COVID-19 Estimation based on Wristband Heart Rate. CoRR abs/2104.09263 (2021) - [i89]Shahin Amiriparian, Artem Sokolov, Ilhan Aslan, Lukas Christ, Maurice Gerczuk, Tobias Hübner, Dmitry Lamanov, Manuel Milling, Sandra Ottl, Ilya Poduremennykh, Evgeniy Shuranov, Björn W. Schuller:
On the Impact of Word Error Rate on Acoustic-Linguistic Speech Emotion Recognition: An Update for the Deep Learning Era. CoRR abs/2104.10121 (2021) - [i88]Shahin Amiriparian, Tobias Hübner, Maurice Gerczuk, Sandra Ottl, Björn W. Schuller:
DeepSpectrumLite: A Power-Efficient Transfer Learning Framework for Embedded Speech and Audio Processing from Decentralised Data. CoRR abs/2104.11629 (2021) - [i87]Rodrigo Mira, Konstantinos Vougioukas, Pingchuan Ma, Stavros Petridis, Björn W. Schuller, Maja Pantic:
End-to-End Video-To-Speech Synthesis using Generative Adversarial Networks. CoRR abs/2104.13332 (2021) - [i86]Lukas Stappen, Gerhard Hagerer, Björn W. Schuller, Georg Groh:
Unsupervised Graph-based Topic Modeling from Video Transcriptions. CoRR abs/2105.01466 (2021) - [i85]Lukas Stappen, Alice Baird, Michelle Lienhart, Annalena Bätz, Björn W. Schuller:
An Estimation of Online Video User Engagement from Features of Continuous Emotions. CoRR abs/2105.01633 (2021) - [i84]Pingchuan Ma, Rodrigo Mira, Stavros Petridis, Björn W. Schuller, Maja Pantic:
LiRA: Learning Visual Speech Representations from Audio through Self-supervision. CoRR abs/2106.09171 (2021) - [i83]Sicheng Zhao, Xingxu Yao, Jufeng Yang, Guoli Jia, Guiguang Ding, Tat-Seng Chua, Björn W. Schuller, Kurt Keutzer:
Affective Image Content Analysis: Two Decades Review and New Perspectives. CoRR abs/2106.16125 (2021) - [i82]Xiangheng He, Junjie Chen, Georgios Rizos, Björn W. Schuller:
An Improved StarGAN for Emotional Voice Conversion: Enhancing Voice Quality and Data Augmentation. CoRR abs/2107.08361 (2021) - [i81]Lukas Stappen, Lea Schumann, Benjamin Sertolli, Alice Baird, Benjamin Weigel, Erik Cambria, Björn W. Schuller:
MuSe-Toolbox: The Multimodal Sentiment Analysis Continuous Annotation Fusion and Discrete Class Transformation Toolbox. CoRR abs/2107.11757 (2021) - [i80]Alice Baird, Lukas Stappen, Lukas Christ, Lea Schumann, Eva-Maria Meßner, Björn W. Schuller:
A Physiologically-Adapted Gold Standard for Arousal during Stress. CoRR abs/2107.12964 (2021) - [i79]Alican Akman, Harry Coppock, Alexander Gaskell, Panagiotis Tzirakis, Lyn Jones, Björn W. Schuller:
Evaluating the COVID-19 Identification ResNet (CIdeR) on the INTERSPEECH COVID-19 from Audio Challenges. CoRR abs/2107.14549 (2021) - [i78]Zhao Ren, Yi Chang, Björn W. Schuller:
The EIHW-GLAM Deep Attentive Multi-model Fusion System for Cough-based COVID-19 Recognition in the DiCOVA 2021 Challenge. CoRR abs/2108.03041 (2021) - [i77]Sandra Ottl, Shahin Amiriparian, Maurice Gerczuk, Björn W. Schuller:
A Machine Learning Framework for Automatic Prediction of Human Semen Motility. CoRR abs/2109.08049 (2021) - [i76]Andreas Triantafyllopoulos, Manuel Milling, Konstantinos Drossos, Björn W. Schuller:
Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations. CoRR abs/2110.01506 (2021) - [i75]Adria Mallol-Ragolta, Helena Cuesta, Emilia Gómez, Björn W. Schuller:
EIHW-MTG DiCOVA 2021 Challenge System Report. CoRR abs/2110.06543 (2021) - [i74]Andreas Triantafyllopoulos, Uwe D. Reichel, Shuo Liu, Stephan Huber, Florian Eyben, Björn W. Schuller:
Multistage linguistic conditioning of convolutional layers for speech emotion recognition. CoRR abs/2110.06650 (2021) - [i73]