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Reza Azad
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2020 – today
- 2024
- [j6]Reza Azad, Amirhossein Kazerouni, Moein Heidari, Ehsan Khodapanah Aghdam, Amirali Molaei, Yiwei Jia, Abin Jose, Rijo Roy, Dorit Merhof:
Advances in medical image analysis with vision Transformers: A comprehensive review. Medical Image Anal. 91: 103000 (2024) - [c28]Afshin Bozorgpour, Bobby Azad, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
HCA-NET: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling. ISBI 2024: 1-5 - [c27]Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
Leveraging Unlabeled Data for 3D Medical Image Segmentation Through Self-Supervised Contrastive Learning. ISBI 2024: 1-5 - [c26]Amirhossein Kazerouni, Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
Fusenet: Self-Supervised Dual-Path Network For Medical Image Segmentation. ISBI 2024: 1-5 - [c25]Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof:
Self-Supervised Contrastive Learning for Consistent Few-Shot Image Representations. PRIME@MICCAI 2024: 173-184 - [c24]Reza Azad, Leon Niggemeier, Michael Hüttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof:
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation. WACV 2024: 1276-1286 - [c23]Amirhossein Kazerouni, Reza Azad, Alireza Hosseini, Dorit Merhof, Ulas Bagci:
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings. WACV 2024: 1287-1296 - [i46]Moein Heidari, Reza Azad, Sina Ghorbani Kolahi, René Arimond, Leon Niggemeier, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Ilker Hacihaliloglu, Dorit Merhof:
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights. CoRR abs/2403.19882 (2024) - [i45]Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad, Dorit Merhof:
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation. CoRR abs/2404.05102 (2024) - [i44]Moein Heidari, Sina Ghorbani Kolahi, Sanaz Karimijafarbigloo, Bobby Azad, Afshin Bozorgpour, Soheila Hatami, Reza Azad, Ali Diba, Ulas Bagci, Dorit Merhof, Ilker Hacihaliloglu:
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis. CoRR abs/2406.03430 (2024) - [i43]Sina Ghorbani Kolahi, Seyed Kamal Chaharsooghi, Toktam Khatibi, Afshin Bozorgpour, Reza Azad, Moein Heidari, Ilker Hacihaliloglu, Dorit Merhof:
MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation. CoRR abs/2407.21640 (2024) - [i42]Moein Heidari, Reza Rezaeian, Reza Azad, Dorit Merhof, Hamid Soltanian-Zadeh, Ilker Hacihaliloglu:
Single-Layer Learnable Activation for Implicit Neural Representation (SL2A-INR). CoRR abs/2409.10836 (2024) - 2023
- [j5]Anubha Gupta, Shiv Gehlot, Shubham Goswami, Sachin Motwani, Ritu Gupta, Álvaro García-Faura, Dejan Stepec, Tomaz Martincic, Reza Azad, Dorit Merhof, Afshin Bozorgpour, Babak Azad, Alaa Sulaiman, Deepanshu Pandey, Pradyumna Gupta, Sumit Bhattacharya, Aman Sinha, Rohit Agarwal, Xinyun Qiu, Yucheng Zhang, Ming Fan, Yoonbeom Park, Dae-Hong Lee, Joon Sik Park, KwangYeol Lee, Jaehyung Ye:
SegPC-2021: A challenge & dataset on segmentation of Multiple Myeloma plasma cells from microscopic images. Medical Image Anal. 83: 102677 (2023) - [j4]Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, Dorit Merhof:
Diffusion models in medical imaging: A comprehensive survey. Medical Image Anal. 88: 102846 (2023) - [c22]Abin Jose, Rijo Roy, Dennis Eschweiler, Ina Laube, Reza Azad, Daniel Moreno-Andrés, Johannes Stegmaier:
End-to-End Classification of Cell-Cycle Stages with Center-Cell Focus Tracker Using Recurrent Neural Networks. ICASSP 2023: 1-5 - [c21]Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof:
Implicit Neural Representation in Medical Imaging: A Comparative Survey. ICCV (Workshops) 2023: 2373-2383 - [c20]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Yury Velichko, Ulas Bagci, Dorit Merhof:
Self-supervised Semantic Segmentation: Consistency over Transformation. ICCV (Workshops) 2023: 2646-2655 - [c19]Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof:
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation. ISBI 2023: 1-5 - [c18]Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof:
DAE-Former: Dual Attention-Guided Efficient Transformer for Medical Image Segmentation. PRIME@MICCAI 2023: 83-95 - [c17]Afshin Bozorgpour, Yousef Sadegheih, Amirhossein Kazerouni, Reza Azad, Dorit Merhof:
DermoSegDiff: A Boundary-Aware Segmentation Diffusion Model for Skin Lesion Delineation. PRIME@MICCAI 2023: 146-158 - [c16]Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof:
Self-supervised Few-Shot Learning for Semantic Segmentation: An Annotation-Free Approach. PRIME@MICCAI 2023: 159-171 - [c15]Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof:
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection. MICCAI (3) 2023: 736-746 - [c14]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Dorit Merhof:
MS-Former: Multi-Scale Self-Guided Transformer for Medical Image Segmentation. MIDL 2023: 680-694 - [c13]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Saeed Ebadollahi, Dorit Merhof:
MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation. MIDL 2023: 1144-1162 - [c12]Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, Dorit Merhof:
Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers. MLMI@MICCAI (1) 2023: 207-216 - [c11]Moein Heidari, Amirhossein Kazerouni, Milad Soltany Kadarvish, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof:
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. WACV 2023: 6191-6201 - [i41]Reza Azad, Amirhossein Kazerouni, Moein Heidari, Ehsan Khodapanah Aghdam, Amirali Molaei, Yiwei Jia, Abin Jose, Rijo Roy, Dorit Merhof:
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review. CoRR abs/2301.03505 (2023) - [i40]Reza Azad, Yiwei Jia, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof:
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach. CoRR abs/2301.10847 (2023) - [i39]Sanaz Karimijafarbigloo, Reza Azad, Dorit Merhof:
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach. CoRR abs/2307.14446 (2023) - [i38]Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof:
Implicit Neural Representation in Medical Imaging: A Comparative Survey. CoRR abs/2307.16142 (2023) - [i37]Afshin Bozorgpour, Yousef Sadegheih, Amirhossein Kazerouni, Reza Azad, Dorit Merhof:
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation. CoRR abs/2308.02959 (2023) - [i36]Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, Dorit Merhof:
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers. CoRR abs/2308.13442 (2023) - [i35]Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof:
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection. CoRR abs/2309.00108 (2023) - [i34]Reza Azad, Leon Niggemeier, Michael Huttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof:
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation. CoRR abs/2309.00121 (2023) - [i33]Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Yury Velichko, Ulas Bagci, Dorit Merhof:
Self-supervised Semantic Segmentation: Consistency over Transformation. CoRR abs/2309.00143 (2023) - [i32]Bobby Azad, Reza Azad, Sania Eskandari, Afshin Bozorgpour, Amirhossein Kazerouni, Islem Rekik, Dorit Merhof:
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision. CoRR abs/2310.18689 (2023) - [i31]Amirhossein Kazerouni, Reza Azad, Alireza Hosseini, Dorit Merhof, Ulas Bagci:
INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings. CoRR abs/2310.18846 (2023) - [i30]Afshin Bozorgpour, Bobby Azad, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
HCA-Net: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling. CoRR abs/2311.12486 (2023) - [i29]Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning. CoRR abs/2311.12617 (2023) - [i28]Amirhossein Kazerouni, Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulas Bagci, Dorit Merhof:
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation. CoRR abs/2311.13069 (2023) - [i27]Reza Azad, Moein Heidari, Kadir Yilmaz, Michael Hüttemann, Sanaz Karimijafarbigloo, Yuli Wu, Anke Schmeink, Dorit Merhof:
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook. CoRR abs/2312.05391 (2023) - [i26]Pratibha Kumari, Joohi Chauhan, Afshin Bozorgpour, Reza Azad, Dorit Merhof:
Continual Learning in Medical Imaging Analysis: A Comprehensive Review of Recent Advancements and Future Prospects. CoRR abs/2312.17004 (2023) - 2022
- [j3]Reza Azad, Mohammad T. Al-Antary, Moein Heidari, Dorit Merhof:
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model. IEEE Access 10: 108205-108215 (2022) - [c10]Reza Azad, Moein Heidari, Julien Cohen-Adad, Ehsan Adeli, Dorit Merhof:
Intervertebral Disc Labeling with Learning Shape Information, a Look once Approach. PRIME@MICCAI 2022: 49-59 - [c9]Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof:
TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation. PRIME@MICCAI 2022: 91-102 - [c8]Reza Azad, Moein Heidari, Yuli Wu, Dorit Merhof:
Contextual Attention Network: Transformer Meets U-Net. MLMI@MICCAI 2022: 377-386 - [c7]Reza Azad, Nika Khosravi, Dorit Merhof:
SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities. MIDL 2022: 48-62 - [i25]Reza Azad, Moein Heidari, Yuli Wu, Dorit Merhof:
Contextual Attention Network: Transformer Meets U-Net. CoRR abs/2203.01932 (2022) - [i24]Reza Azad, Nika Khosravi, Mohammad Dehghanmanshadi, Julien Cohen-Adad, Dorit Merhof:
Medical Image Segmentation on MRI Images with Missing Modalities: A Review. CoRR abs/2203.06217 (2022) - [i23]Reza Azad, Moein Heidari, Julien Cohen-Adad, Ehsan Adeli, Dorit Merhof:
Intervertebral Disc Labeling With Learning Shape Information, A Look Once Approach. CoRR abs/2204.02943 (2022) - [i22]Reza Azad, Nika Khosravi, Dorit Merhof:
SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities. CoRR abs/2204.02961 (2022) - [i21]Moein Heidari, Amirhossein Kazerouni, Milad Soltany Kadarvish, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof:
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. CoRR abs/2207.08518 (2022) - [i20]Reza Azad, Mohammad T. Al-Antary, Moein Heidari, Dorit Merhof:
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model. CoRR abs/2207.13415 (2022) - [i19]Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof:
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation. CoRR abs/2208.00713 (2022) - [i18]Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof:
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation. CoRR abs/2210.16898 (2022) - [i17]Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, Dorit Merhof:
Diffusion Models for Medical Image Analysis: A Comprehensive Survey. CoRR abs/2211.07804 (2022) - [i16]Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland, Yiwei Jia, Atlas Haddadi Avval, Afshin Bozorgpour, Sanaz Karimijafarbigloo, Joseph Paul Cohen, Ehsan Adeli, Dorit Merhof:
Medical Image Segmentation Review: The success of U-Net. CoRR abs/2211.14830 (2022) - [i15]Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof:
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation. CoRR abs/2212.13504 (2022) - 2021
- [j2]Amin Alvanchi, Ali TohidiFar, Milad Mousavi, Reza Azad, Saeed Rokooei:
A critical study of the existing issues in manufacturing maintenance systems: Can BIM fill the gap? Comput. Ind. 131: 103484 (2021) - [c6]Afshin Bozorgpour, Reza Azad, Eman Showkatian, Alaa Sulaiman:
Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images. COMPAY@MICCAI 2021: 47-56 - [c5]Reza Azad, Afshin Bozorgpour, Maryam Asadi-Aghbolaghi, Dorit Merhof, Sergio Escalera:
Deep Frequency Re-calibration U-Net for Medical Image Segmentation. ICCVW 2021: 3267-3276 - [c4]Reza Azad, Lucas Rouhier, Julien Cohen-Adad:
Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling. MLMI@MICCAI 2021: 406-415 - [c3]Reza Azad, Abdur R. Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz:
On the Texture Bias for Few-Shot CNN Segmentation. WACV 2021: 2673-2682 - [i14]Afshin Bozorgpour, Reza Azad, Eman Showkatian, Alaa Sulaiman:
Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images. CoRR abs/2105.06238 (2021) - [i13]Reza Azad, Lucas Rouhier, Julien Cohen-Adad:
Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling. CoRR abs/2108.06554 (2021) - 2020
- [c2]Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera:
Attention Deeplabv3+: Multi-level Context Attention Mechanism for Skin Lesion Segmentation. ECCV Workshops (1) 2020: 251-266 - [i12]Reza Azad, Abdur R. Fayjie, Claude Kauffmann, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz:
On the Texture Bias for Few-Shot CNN Segmentation. CoRR abs/2003.04052 (2020) - [i11]Maryam Asadi-Aghbolaghi, Reza Azad, Mahmood Fathy, Sergio Escalera:
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation. CoRR abs/2003.05056 (2020) - [i10]Abdur R. Fayjie, Reza Azad, Marco Pedersoli, Claude Kauffmann, Ismail Ben Ayed, Jose Dolz:
Semi-supervised few-shot learning for medical image segmentation. CoRR abs/2003.08462 (2020)
2010 – 2019
- 2019
- [j1]Reza Azad, Maryam Asadi-Aghbolaghi, Shohreh Kasaei, Sergio Escalera:
Dynamic 3D Hand Gesture Recognition by Learning Weighted Depth Motion Maps. IEEE Trans. Circuits Syst. Video Technol. 29(6): 1729-1740 (2019) - [c1]Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera:
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions. ICCV Workshops 2019: 406-415 - [i9]Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera:
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions. CoRR abs/1909.00166 (2019) - 2014
- [i8]Reza Azad, Babak Azad, Iman Tavakoli Kazerooni:
Optimized Method for Iranian Road Signs Detection and recognition system. CoRR abs/1407.5324 (2014) - [i7]Reza Azad, Fatemeh Davami:
A robust and adaptable method for face detection based on Color Probabilistic Estimation Technique. CoRR abs/1407.6318 (2014) - [i6]Reza Azad, Majid Nazari:
Novel and Automatic Parking Inventory System Based on Pattern Recognition and Directional Chain Code. CoRR abs/1407.6321 (2014) - [i5]Reza Azad, Babak Azad, Hamid Reza Shayegh:
Real-Time and Efficient Method for Accuracy Enhancement of Edge Based License Plate Recognition System. CoRR abs/1407.6498 (2014) - [i4]Reza Azad, Hamid Reza Shayegh:
Novel and Tuneable Method for Skin Detection Based on Hybrid Color Space and Color Statistical Features. CoRR abs/1407.6506 (2014) - [i3]Reza Azad, Hamid Reza Shayegh:
New Method for Optimization of License Plate Recognition system with Use of Edge Detection and Connected Component. CoRR abs/1407.6510 (2014) - [i2]Reza Azad, Babak Azad, Nabil Belhaj Khalifa, Shahram Jamali:
Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition. CoRR abs/1408.1549 (2014) - [i1]Reza Azad, Babak Azad, Iman Tavakoli Kazerooni:
Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient. CoRR abs/1408.1759 (2014)
Coauthor Index
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