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20th ICMI 2018: Boulder, CO, USA
- Sidney K. D'Mello, Panayiotis G. Georgiou, Stefan Scherer, Emily Mower Provost, Mohammad Soleymani, Marcelo Worsley:
Proceedings of the 2018 on International Conference on Multimodal Interaction, ICMI 2018, Boulder, CO, USA, October 16-20, 2018. ACM 2018
Keynote & Invited Talks
- Shrikanth S. Narayanan:
A Multimodal Approach to Understanding Human Vocal Expressions and Beyond. 1 - Mary Czerwinski:
Using Technology for Health and Wellbeing. 2 - Paula M. Niedenthal:
Reinforcing, Reassuring, and Roasting: The Forms and Functions of the Human Smile. 3 - James L. Crowley:
Put That There: 20 Years of Research on Multimodal Interaction. 4
Session 1: Multiparty Interaction
- Setareh Nasihati Gilani, David R. Traum, Arcangelo Merla, Eugenia Hee, Zoey Walker, Barbara Manini, Grady Gallagher, Laura-Ann Petitto:
Multimodal Dialogue Management for Multiparty Interaction with Infants. 5-13 - Gabriel Murray, Catharine Oertel:
Predicting Group Performance in Task-Based Interaction. 14-20 - Angela E. B. Stewart, Zachary A. Keirn, Sidney K. D'Mello:
Multimodal Modeling of Coordination and Coregulation Patterns in Speech Rate during Triadic Collaborative Problem Solving. 21-30 - Ryo Ishii, Kazuhiro Otsuka, Shiro Kumano, Ryuichiro Higashinaka, Junji Tomita:
Analyzing Gaze Behavior and Dialogue Act during Turn-taking for Estimating Empathy Skill Level. 31-39
Session 2: Physiological Modeling
- Jeffrey F. Cohn, László A. Jeni, Itir Önal Ertugrul, Donald Malone, Michael S. Okun
, David A. Borton, Wayne K. Goodman:
Automated Affect Detection in Deep Brain Stimulation for Obsessive-Compulsive Disorder: A Pilot Study. 40-44 - Emanuela Maggioni
, Robert Cobden
, Dmitrijs Dmitrenko, Marianna Obrist
:
Smell-O-Message: Integration of Olfactory Notifications into a Messaging Application to Improve Users' Performance. 45-54 - Gao-Yi Chao, Chun-Min Chang, Jeng-Lin Li, Ya-Tse Wu, Chi-Chun Lee
:
Generating fMRI-Enriched Acoustic Vectors using a Cross-Modality Adversarial Network for Emotion Recognition. 55-62 - Phuong Pham, Jingtao Wang:
Adaptive Review for Mobile MOOC Learning via Multimodal Physiological Signal Sensing - A Longitudinal Study. 63-72 - Katri Salminen
, Jussi Rantala
, Poika Isokoski, Marko Lehtonen, Philipp Müller
, Markus Karjalainen, Jari Väliaho
, Anton Kontunen
, Ville Nieminen, Joni Leivo, Anca A. Telembeci, Jukka Lekkala, Pasi Kallio
, Veikko Surakka:
Olfactory Display Prototype for Presenting and Sensing Authentic and Synthetic Odors. 73-77
Session 3: Sound and Interaction
- Divesh Lala, Koji Inoue, Tatsuya Kawahara
:
Evaluation of Real-time Deep Learning Turn-taking Models for Multiple Dialogue Scenarios. 78-86 - Sharon L. Oviatt:
Ten Opportunities and Challenges for Advancing Student-Centered Multimodal Learning Analytics. 87-94 - Michael Bonfert
, Maximilian Spliethöver
, Roman Arzaroli, Marvin Lange, Martin Hanci, Robert Porzel:
If You Ask Nicely: A Digital Assistant Rebuking Impolite Voice Commands. 95-102 - Caroline Langlet, Chloé Clavel:
Detecting User's Likes and Dislikes for a Virtual Negotiating Agent. 103-110 - George Sterpu, Christian Saam, Naomi Harte
:
Attention-based Audio-Visual Fusion for Robust Automatic Speech Recognition. 111-115
Session 4: Touch and Gesture
- Sophie Skach
, Rebecca Stewart, Patrick G. T. Healey
:
Smart Arse: Posture Classification with Textile Sensors in Trousers. 116-124 - Jean Vanderdonckt, Paolo Roselli
, Jorge Luis Pérez-Medina
:
!FTL, an Articulation-Invariant Stroke Gesture Recognizer with Controllable Position, Scale, and Rotation Invariances. 125-134 - Ilhan Aslan, Tabea Schmidt, Jens Woehrle, Lukas Vogel
, Elisabeth André
:
Pen + Mid-Air Gestures: Eliciting Contextual Gestures. 135-144 - Benjamin Hatscher, Christian Hansen
:
Hand, Foot or Voice: Alternative Input Modalities for Touchless Interaction in the Medical Domain. 145-153
Session 5: Human Behavior
- Klaus Weber
, Hannes Ritschel
, Ilhan Aslan, Florian Lingenfelser, Elisabeth André
:
How to Shape the Humor of a Robot - Social Behavior Adaptation Based on Reinforcement Learning. 154-162 - Yun-Shao Lin, Chi-Chun Lee:
Using Interlocutor-Modulated Attention BLSTM to Predict Personality Traits in Small Group Interaction. 163-169 - Alexandria K. Vail, Elizabeth S. Liebson, Justin T. Baker, Louis-Philippe Morency:
Toward Objective, Multifaceted Characterization of Psychotic Disorders: Lexical, Structural, and Disfluency Markers of Spoken Language. 170-178 - Victor Ardulov, Madelyn Mendlen
, Manoj Kumar, Neha Anand, Shanna Williams, Thomas D. Lyon
, Shrikanth S. Narayanan:
Multimodal Interaction Modeling of Child Forensic Interviewing. 179-185 - Matthew Roddy, Gabriel Skantze
, Naomi Harte
:
Multimodal Continuous Turn-Taking Prediction Using Multiscale RNNs. 186-190
Session 6: Artificial Agents
- Kazuhiro Otsuka, Keisuke Kasuga, Martina Köhler:
Estimating Visual Focus of Attention in Multiparty Meetings using Deep Convolutional Neural Networks. 191-199 - Jan Ondras
, Hatice Gunes:
Detecting Deception and Suspicion in Dyadic Game Interactions. 200-209 - Abhinav Shukla, Harish Katti, Mohan S. Kankanhalli, Ramanathan Subramanian
:
Looking Beyond a Clever Narrative: Visual Context and Attention are Primary Drivers of Affect in Video Advertisements. 210-219 - Reshmashree B. Kantharaju, Fabien Ringeval, Laurent Besacier:
Automatic Recognition of Affective Laughter in Spontaneous Dyadic Interactions from Audiovisual Signals. 220-228 - Aditya Gujral, Theodora Chaspari, Adela C. Timmons
, Yehsong Kim, Sarah Barrett, Gayla Margolin:
Population-specific Detection of Couples' Interpersonal Conflict using Multi-task Learning. 229-233
Poster Session 1
- Dmitrijs Dmitrenko, Emanuela Maggioni
, Marianna Obrist:
I Smell Trouble: Using Multiple Scents To Convey Driving-Relevant Information. 234-238 - Shao-Yen Tseng, Haoqi Li, Brian R. Baucom, Panayiotis G. Georgiou:
"Honey, I Learned to Talk": Multimodal Fusion for Behavior Analysis. 239-243 - Shraddha Pandya, Yasmine N. El-Glaly
:
TapTag: Assistive Gestural Interactions in Social Media on Touchscreens for Older Adults. 244-252 - Ilhan Aslan, Michael Dietz
, Elisabeth André
:
Gazeover - Exploring the UX of Gaze-triggered Affordance Communication for GUI Elements. 253-257 - Felix Putze, Dennis Küster
, Sonja Annerer-Walcher
, Mathias Benedek:
Dozing Off or Thinking Hard?: Classifying Multi-dimensional Attentional States in the Classroom from Video. 258-262 - Oludamilare Matthews, Markel Vigo
, Simon Harper
:
Sensing Arousal and Focal Attention During Visual Interaction. 263-267 - Almoctar Hassoumi, Pourang Irani, Vsevolod Peysakhovich, Christophe Hurter
:
Path Word: A Multimodal Password Entry Method for Ad-hoc Authentication Based on Digits' Shape and Smooth Pursuit Eye Movements. 268-277 - Wei Guo, Jingtao Wang:
Towards Attentive Speed Reading on Small Screen Wearable Devices. 278-287 - Wei Guo, Jingtao Wang:
Understanding Mobile Reading via Camera Based Gaze Tracking and Kinematic Touch Modeling. 288-297 - Yu-Sian Jiang, Garrett Warnell, Peter Stone:
Inferring User Intention using Gaze in Vehicles. 298-306 - Pedro Figueiredo, Manuel J. Fonseca
:
EyeLinks: A Gaze-Only Click Alternative for Heterogeneous Clickables. 307-314 - Maneesh Bilalpur, Mohan S. Kankanhalli, Stefan Winkler, Ramanathan Subramanian:
EEG-based Evaluation of Cognitive Workload Induced by Acoustic Parameters for Data Sonification. 315-323 - Adria Mallol-Ragolta, Svati Dhamija, Terrance E. Boult:
A Multimodal Approach for Predicting Changes in PTSD Symptom Severity. 324-333 - Ichiro Umata, Koki Ijuin, Tsuneo Kato, Seiichi Yamamoto:
Floor Apportionment and Mutual Gazes in Native and Second-Language Conversation. 334-341 - Satoshi Tsutsui, Sven Bambach, David J. Crandall, Chen Yu:
Estimating Head Motion from Egocentric Vision. 342-346 - Indrani Bhattacharya
, Michael Foley, Ni Zhang, Tongtao Zhang, Christine Ku, Cameron Mine, Heng Ji, Christoph Riedl, Brooke Foucault Welles, Richard J. Radke
:
A Multimodal-Sensor-Enabled Room for Unobtrusive Group Meeting Analysis. 347-355 - Chanuwas Aswamenakul, Lixing Liu, Kate B. Carey
, Joshua Woolley, Stefan Scherer, Brian Borsari:
Multimodal Analysis of Client Behavioral Change Coding in Motivational Interviewing. 356-360 - Hai Xuan Pham, Yuting Wang, Vladimir Pavlovic
:
End-to-end Learning for 3D Facial Animation from Speech. 361-365
Poster Session 2
- Ehab Albadawy, Yelin Kim:
Joint Discrete and Continuous Emotion Prediction Using Ensemble and End-to-End Approaches. 366-375 - Iulia Lefter, Siska Fitrianie
:
The Multimodal Dataset of Negative Affect and Aggression: A Validation Study. 376-383 - David A. Robb
, Francisco Javier Chiyah Garcia
, Atanas Laskov, Xingkun Liu, Pedro Patrón, Helen F. Hastie:
Keep Me in the Loop: Increasing Operator Situation Awareness through a Conversational Multimodal Interface. 384-392 - Md. Nazmus Sahadat, Nordine Sebkhi, Maysam Ghovanloo:
Simultaneous Multimodal Access to Wheelchair and Computer for People with Tetraplegia. 393-399 - Philip Schmidt, Attila Reiss, Robert Dürichen, Claus Marberger, Kristof Van Laerhoven
:
Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection. 400-408 - Hisato Fukuda, Keiichi Yamazaki, Akiko Yamazaki, Yosuke Saito, Emi Iiyama, Seiji Yamazaki, Yoshinori Kobayashi, Yoshinori Kuno
, Keiko Ikeda:
Enhancing Multiparty Cooperative Movements: A Robotic Wheelchair that Assists in Predicting Next Actions. 409-417 - Krishna Somandepalli, Victor R. Martinez, Naveen Kumar, Shrikanth S. Narayanan:
Multimodal Representation of Advertisements Using Segment-level Autoencoders. 418-422 - Ilaria Torre
, Emma Carrigan, Killian McCabe, Rachel McDonnell
, Naomi Harte
:
Survival at the Museum: A Cooperation Experiment with Emotionally Expressive Virtual Characters. 423-427 - Leshao Zhang, Patrick G. T. Healey:
Human, Chameleon or Nodding Dog? 428-436 - Yuchi Huang, Saad M. Khan:
A Generative Approach for Dynamically Varying Photorealistic Facial Expressions in Human-Agent Interactions. 437-445 - Philipp Mock, Maike Tibus, Ann-Christine Ehlis, R. Harald Baayen
, Peter Gerjets:
Predicting ADHD Risk from Touch Interaction Data. 446-454 - Annika Muehlbradt
, Madhur Atreya, Darren Guinness, Shaun K. Kane:
Exploring the Design of Audio-Kinetic Graphics for Education. 455-463 - Ying-Chao Tung, Mayank Goel, Isaac Zinda, Jacob O. Wobbrock:
RainCheck: Overcoming Capacitive Interference Caused by Rainwater on Smartphones. 464-471 - Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency:
Multimodal Local-Global Ranking Fusion for Emotion Recognition. 472-476 - Daniel Prendergast, Daniel Szafir
:
Improving Object Disambiguation from Natural Language using Empirical Models. 477-485 - Bukun Son, Jaeyoung Park:
Tactile Sensitivity to Distributed Patterns in a Palm. 486-491 - Hiroki Tanaka
, Hideki Negoro, Hidemi Iwasaka, Satoshi Nakamura:
Listening Skills Assessment through Computer Agents. 492-496
Doctoral Consortium (alphabetically by author's last name)
- Sedeeq Al-khazraji:
Using Data-Driven Approach for Modeling Timing Parameters of American Sign Language. 497-500 - Indrani Bhattacharya:
Unobtrusive Analysis of Group Interactions without Cameras. 501-505 - Damien Brun:
Multimodal and Context-Aware Interaction in Augmented Reality for Active Assistance. 506-510 - Hamid Karimi:
Interpretable Multimodal Deception Detection in Videos. 511-515 - Amanjot Kaur:
Attention Network for Engagement Prediction in the Wild. 516-519 - Taras Kucherenko
:
Data Driven Non-Verbal Behavior Generation for Humanoid Robots. 520-523 - S. M. al Mahi:
Multi-Modal Multi sensor Interaction between Human andHeterogeneous Multi-Robot System. 524-528 - Anindita Nath:
Responding with Sentiment Appropriate for the User's Current Sentiment in Dialog as Inferred from Prosody and Gaze Patterns. 529-533 - Sophie Skach:
Strike A Pose: Capturing Non-Verbal Behaviour with Textile Sensors. 534-537 - George Sterpu:
Large Vocabulary Continuous Audio-Visual Speech Recognition. 538-541 - Chinchu Thomas:
Multimodal Teaching and Learning Analytics for Classroom and Online Educational Settings. 542-545 - Özge Nilay Yalçin:
Modeling Empathy in Embodied Conversational Agents: Extended Abstract. 546-550
Demo and Exhibit Session
- Niklas Rach, Klaus Weber
, Louisa Pragst, Elisabeth André
, Wolfgang Minker, Stefan Ultes:
EVA: A Multimodal Argumentative Dialogue System. 551-552 - Cheng Zhang, Cheng Chang, Lei Chen, Yang Liu:
Online Privacy-Safe Engagement Tracking System. 553-554 - Daniel M. Lofaro, Donald Sofge:
Multimodal Control of Lighter-Than-Air Agents. 555-556 - Helen F. Hastie, Francisco Javier Chiyah Garcia
, David A. Robb
, Atanas Laskov, Pedro Patrón:
MIRIAM: A Multimodal Interface for Explaining the Reasoning Behind Actions of Remote Autonomous Systems. 557-558
EAT Grand Challenge
- Simone Hantke, Maximilian Schmitt, Panagiotis Tzirakis, Björn W. Schuller
:
EAT -: The ICMI 2018 Eating Analysis and Tracking Challenge. 559-563 - Fasih Haider
, Senja Pollak
, Eleni Zarogianni, Saturnino Luz:
SAAMEAT: Active Feature Transformation and Selection Methods for the Recognition of User Eating Conditions. 564-568 - Ya'nan Guo, Jing Han, Zixing Zhang, Björn W. Schuller, Yide Ma:
Exploring A New Method for Food Likability Rating Based on DT-CWT Theory. 569-573 - Benjamin Sertolli, Nicholas Cummins
, Abdulkadir Sengür
, Björn W. Schuller
:
Deep End-to-End Representation Learning for Food Type Recognition from Speech. 574-578 - Dara Pir:
Functional-Based Acoustic Group Feature Selection for Automatic Recognition of Eating Condition. 579-583
EmotiW Grand Challenge
- Yingruo Fan, Jacqueline C. K. Lam, Victor O. K. Li:
Video-based Emotion Recognition Using Deeply-Supervised Neural Networks. 584-588 - Valentin Vielzeuf, Corentin Kervadec, Stéphane Pateux, Alexis Lechervy
, Frédéric Jurie:
An Occam's Razor View on Learning Audiovisual Emotion Recognition with Small Training Sets. 589-593 - Jianfei Yang, Kai Wang, Xiaojiang Peng, Yu Qiao
:
Deep Recurrent Multi-instance Learning with Spatio-temporal Features for Engagement Intensity Prediction. 594-598 - Xuesong Niu, Hu Han
, Jiabei Zeng, Xuran Sun, Shiguang Shan
, Yan Huang, Songfan Yang, Xilin Chen:
Automatic Engagement Prediction with GAP Feature. 599-603 - Chinchu Thomas, Nitin Nair, Dinesh Babu Jayagopi:
Predicting Engagement Intensity in the Wild Using Temporal Convolutional Network. 604-610 - Aarush Gupta, Dakshit Agrawal, Hardik Chauhan, Jose Dolz, Marco Pedersoli:
An Attention Model for Group-Level Emotion Recognition. 611-615 - Cheng Chang, Cheng Zhang, Lei Chen, Yang Liu:
An Ensemble Model Using Face and Body Tracking for Engagement Detection. 616-622 - Ahmed-Shehab Khan, Zhiyuan Li, Jie Cai, Zibo Meng, James O'Reilly, Yan Tong:
Group-Level Emotion Recognition using Deep Models with A Four-stream Hybrid Network. 623-629 - Chuanhe Liu, Tianhao Tang, Kui Lv, Minghao Wang:
Multi-Feature Based Emotion Recognition for Video Clips. 630-634 - Xin Guo, Bin Zhu, Luisa F. Polanía, Charles Boncelet, Kenneth E. Barner:
Group-Level Emotion Recognition Using Hybrid Deep Models Based on Faces, Scenes, Skeletons and Visual Attentions. 635-639 - Kai Wang, Xiaoxing Zeng, Jianfei Yang, Debin Meng, Kaipeng Zhang, Xiaojiang Peng, Yu Qiao:
Cascade Attention Networks For Group Emotion Recognition with Face, Body and Image Cues. 640-645 - Cheng Lu, Wenming Zheng, Chaolong Li, Chuangao Tang
, Suyuan Liu, Simeng Yan, Yuan Zong:
Multiple Spatio-temporal Feature Learning for Video-based Emotion Recognition in the Wild. 646-652 - Abhinav Dhall, Amanjot Kaur, Roland Goecke
, Tom Gedeon:
EmotiW 2018: Audio-Video, Student Engagement and Group-Level Affect Prediction. 653-656
Workshop Summaries
- Anton Nijholt
, Carlos Velasco
, Marianna Obrist
, Katsunori Okajima, Charles Spence:
3rd International Workshop on Multisensory Approaches to Human-Food Interaction. 657-659 - Gabriel Murray, Hayley Hung, Joann Keyton
, Catherine Lai, Nale Lehmann-Willenbrock
, Catharine Oertel:
Group Interaction Frontiers in Technology. 660-662 - Felix Putze, Jutta Hild, Akane Sano, Enkelejda Kasneci, Erin Solovey
, Tanja Schultz
:
Modeling Cognitive Processes from Multimodal Signals. 663 - Theodora Chaspari, Angeliki Metallinou, Leah I. Stein Duker, Amir H. Behzadan:
Human-Habitat for Health (H3): Human-habitat Multimodal Interaction for Promoting Health and Well-being in the Internet of Things Era. 664-665 - Ronald Böck, Francesca Bonin, Nick Campbell, Ronald Poppe:
International Workshop on Multimodal Analyses Enabling Artificial Agents in Human-Machine Interaction (Workshop Summary). 666-667
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