Optimized Method for Iranian Road Signs Detection and recognition system. - Reza Azad; Babak Azad; Iman Tavakoli Kazerooni (CoRR, 2014)

Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient. - Reza Azad; Babak Azad; Iman Tavakoli Kazerooni (CoRR, 2014)

Real-Time Human-Computer Interaction Based on Face and Hand Gesture Recognition. - Reza Azad; Babak Azad; Nabil Belhaj Khalifa; Shahram Jamali (CoRR, 2014)

Real-Time and Efficient Method for Accuracy Enhancement of Edge Based License Plate Recognition System. - Reza Azad; Babak Azad; Hamid Reza Shayegh (CoRR, 2014)

A robust and adaptable method for face detection based on Color Probabilistic Estimation Technique. - Reza Azad; Fatemeh Davami (CoRR, 2014)

Novel and Automatic Parking Inventory System Based on Pattern Recognition and Directional Chain Code. - Reza Azad; Majid Nazari (CoRR, 2014)

Novel and Tuneable Method for Skin Detection Based on Hybrid Color Space and Color Statistical Features. - Reza Azad; Hamid Reza Shayegh (CoRR, 2014)

New Method for Optimization of License Plate Recognition system with Use of Edge Detection and Connected Component. - Reza Azad; Hamid Reza Shayegh (CoRR, 2014)

Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions. - Reza Azad; Maryam Asadi-Aghbolaghi; Mahmood Fathy; Sergio Escalera (ICCV Workshops, 2019)

Dynamic 3D Hand Gesture Recognition by Learning Weighted Depth Motion Maps. - Reza Azad; Maryam Asadi-Aghbolaghi; Shohreh Kasaei; Sergio Escalera (IEEE Trans. Circuits Syst. Video Technol., 2019)

Attention Deeplabv3+: Multi-level Context Attention Mechanism for Skin Lesion Segmentation. - Reza Azad; Maryam Asadi-Aghbolaghi; Mahmood Fathy; Sergio Escalera (ECCV Workshops (1), 2020)

Multi-level Context Gating of Embedded Collective Knowledge for Medical Image Segmentation. - Maryam Asadi-Aghbolaghi; Reza Azad; Mahmood Fathy; Sergio Escalera (CoRR, 2020)

Semi-supervised few-shot learning for medical image segmentation. - Abdur R. Fayjie; Reza Azad; Marco Pedersoli; Claude Kauffmann; Ismail Ben Ayed; Jose Dolz (CoRR, 2020)

Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images. - Afshin Bozorgpour; Reza Azad; Eman Showkatian; Alaa Sulaiman (COMPAY@MICCAI, 2021)

Deep Frequency Re-calibration U-Net for Medical Image Segmentation. - Reza Azad; Afshin Bozorgpour; Maryam Asadi-Aghbolaghi; Dorit Merhof; Sergio Escalera (ICCVW, 2021)

Stacked Hourglass Network with a Multi-level Attention Mechanism: Where to Look for Intervertebral Disc Labeling. - Reza Azad; Lucas Rouhier; Julien Cohen-Adad (MLMI@MICCAI, 2021)

On the Texture Bias for Few-Shot CNN Segmentation. - Reza Azad; Abdur R. Fayjie; Claude Kauffmann; Ismail Ben Ayed; Marco Pedersoli; Jose Dolz (WACV, 2021)

A critical study of the existing issues in manufacturing maintenance systems: Can BIM fill the gap? - Amin Alvanchi; Ali TohidiFar; Milad Mousavi; Reza Azad; Saeed Rokooei (Comput. Ind., 2021)

Intervertebral Disc Labeling with Learning Shape Information, a Look once Approach. - Reza Azad; Moein Heidari; Julien Cohen-Adad; Ehsan Adeli 001; Dorit Merhof (PRIME@MICCAI, 2022)

TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation. - Reza Azad; Moein Heidari; Moein Shariatnia; Ehsan Khodapanah Aghdam; Sanaz Karimijafarbigloo; Ehsan Adeli 001; Dorit Merhof (PRIME@MICCAI, 2022)

Contextual Attention Network: Transformer Meets U-Net. - Reza Azad; Moein Heidari; Yuli Wu 001; Dorit Merhof (MLMI@MICCAI, 2022)

SMU-Net: Style matching U-Net for brain tumor segmentation with missing modalities. - Reza Azad; Nika Khosravi; Dorit Merhof (MIDL, 2022)

TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model. - Reza Azad; Mohammad T. Al-Antary; Moein Heidari; Dorit Merhof (IEEE Access, 2022)

Medical Image Segmentation on MRI Images with Missing Modalities: A Review. - Reza Azad; Nika Khosravi; Mohammad Dehghanmanshadi; Julien Cohen-Adad; Dorit Merhof (CoRR, 2022)

Diffusion Models for Medical Image Analysis: A Comprehensive Survey. - Amirhossein Kazerouni; Ehsan Khodapanah Aghdam; Moein Heidari; Reza Azad; Mohsen Fayyaz; Ilker Hacihaliloglu; Dorit Merhof (CoRR, 2022)

End-to-End Classification of Cell-Cycle Stages with Center-Cell Focus Tracker Using Recurrent Neural Networks. - Abin Jose; Rijo Roy; Dennis Eschweiler; Ina Laube; Reza Azad; Daniel Moreno-Andrés; Johannes Stegmaier (ICASSP, 2023)

Self-supervised Semantic Segmentation: Consistency over Transformation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Yury Velichko; Ulas Bagci; Dorit Merhof (ICCV (Workshops), 2023)

Implicit Neural Representation in Medical Imaging: A Comparative Survey. - Amirali Molaei; Amirhossein Aminimehr; Armin Tavakoli; Amirhossein Kazerouni; Bobby Azad; Reza Azad; Dorit Merhof (ICCV (Workshops), 2023)

Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation. - Ehsan Khodapanah Aghdam; Reza Azad; Maral Zarvani; Dorit Merhof (ISBI, 2023)

DAE-Former: Dual Attention-Guided Efficient Transformer for Medical Image Segmentation. - Reza Azad; René Arimond; Ehsan Khodapanah Aghdam; Amirhossein Kazerouni; Dorit Merhof (PRIME@MICCAI, 2023)

Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection. - Reza Azad; Amirhossein Kazerouni; Babak Azad; Ehsan Khodapanah Aghdam; Yury Velichko; Ulas Bagci; Dorit Merhof (MICCAI (3), 2023)

DermoSegDiff: A Boundary-Aware Segmentation Diffusion Model for Skin Lesion Delineation. - Afshin Bozorgpour; Yousef Sadegheih; Amirhossein Kazerouni; Reza Azad; Dorit Merhof (PRIME@MICCAI, 2023)

Self-supervised Few-Shot Learning for Semantic Segmentation: An Annotation-Free Approach. - Sanaz Karimijafarbigloo; Reza Azad; Dorit Merhof (PRIME@MICCAI, 2023)

MS-Former: Multi-Scale Self-Guided Transformer for Medical Image Segmentation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Dorit Merhof (MIDL, 2023)

MMCFormer: Missing Modality Compensation Transformer for Brain Tumor Segmentation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Saeed Ebadollahi; Dorit Merhof (MIDL, 2023)

Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers. - Reza Azad; Amirhossein Kazerouni; Alaa Sulaiman; Afshin Bozorgpour; Ehsan Khodapanah Aghdam; Abin Jose; Dorit Merhof (MLMI@MICCAI (1), 2023)

HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation. - Moein Heidari; Amirhossein Kazerouni; Milad Soltany Kadarvish; Reza Azad; Ehsan Khodapanah Aghdam; Julien Cohen-Adad; Dorit Merhof (WACV, 2023)

Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach. - Reza Azad; Yiwei Jia; Ehsan Khodapanah Aghdam; Julien Cohen-Adad; Dorit Merhof (CoRR, 2023)

Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision. - Bobby Azad; Reza Azad; Sania Eskandari; Afshin Bozorgpour; Amirhossein Kazerouni; Islem Rekik; Dorit Merhof (CoRR, 2023)

Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook. - Reza Azad; Moein Heidari; Kadir Yilmaz; Michael Hüttemann; Sanaz Karimijafarbigloo; Yuli Wu 001; Anke Schmeink; Dorit Merhof (CoRR, 2023)

Continual Learning in Medical Imaging Analysis: A Comprehensive Review of Recent Advancements and Future Prospects. - Pratibha Kumari 001; Joohi Chauhan; Afshin Bozorgpour; Reza Azad; Dorit Merhof (CoRR, 2023)

SegPC-2021: A challenge & dataset on segmentation of Multiple Myeloma plasma cells from microscopic images. - 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; et al. (Medical Image Anal., 2023)

Diffusion models in medical imaging: A comprehensive survey. - Amirhossein Kazerouni; Ehsan Khodapanah Aghdam; Moein Heidari; Reza Azad; Mohsen Fayyaz; Ilker Hacihaliloglu; Dorit Merhof (Medical Image Anal., 2023)

MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation. - Sina Ghorbani Kolahi; Seyed Kamal Chaharsooghi; Toktam Khatibi; Afshin Bozorgpour; Reza Azad; Moein Heidari; Ilker Hacihaliloglu; Dorit Merhof (BMVC, 2024)

HCA-NET: Hierarchical Context Attention Network for Intervertebral Disc Semantic Labeling. - Afshin Bozorgpour; Bobby Azad; Reza Azad; Yury Velichko; Ulas Bagci; Dorit Merhof (ISBI, 2024)

Leveraging Unlabeled Data for 3D Medical Image Segmentation Through Self-Supervised Contrastive Learning. - Sanaz Karimijafarbigloo; Reza Azad; Yury Velichko; Ulas Bagci; Dorit Merhof (ISBI, 2024)

Fusenet: Self-Supervised Dual-Path Network For Medical Image Segmentation. - Amirhossein Kazerouni; Sanaz Karimijafarbigloo; Reza Azad; Yury Velichko; Ulas Bagci; Dorit Merhof (ISBI, 2024)

Self-Supervised Contrastive Learning for Consistent Few-Shot Image Representations. - Sanaz Karimijafarbigloo; Reza Azad; Dorit Merhof (PRIME@MICCAI, 2024)

Reducing Uncertainty in 3D Medical Image Segmentation under Limited Annotations through Contrastive Learning. - Sanaz Jarimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Dorit Merhof (MIDL, 2024)

Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation? - Pedro R. A. S. Bassi; Wenxuan Li; Yucheng Tang; Fabian Isensee; Zifu Wang; Jieneng Chen; Yu-Cheng Chou; Yannick Kirchhoff; Maximilian Rokuss; Ziyan Huang; Jin Ye 002; Junjun He; et al. (NeurIPS, 2024)

Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation. - Reza Azad; Leon Niggemeier; Michael Hüttemann; Amirhossein Kazerouni; Ehsan Khodapanah Aghdam; Yury Velichko; Ulas Bagci; Dorit Merhof (WACV, 2024)

INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings. - Amirhossein Kazerouni; Reza Azad; Alireza Hosseini; Dorit Merhof; Ulas Bagci (WACV, 2024)

Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights. - Moein Heidari; Reza Azad; Sina Ghorbani Kolahi; René Arimond; Leon Niggemeier; Alaa Sulaiman; Afshin Bozorgpour; Ehsan Khodapanah Aghdam; Amirhossein Kazerouni; Ilker Hacihaliloglu; Dorit Merhof (CoRR, 2024)

LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation. - Yousef Sadegheih; Afshin Bozorgpour; Pratibha Kumari 001; Reza Azad; Dorit Merhof (CoRR, 2024)

Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis. - Moein Heidari; Sina Ghorbani Kolahi; Sanaz Karimijafarbigloo; Bobby Azad; Afshin Bozorgpour; Soheila Hatami; Reza Azad; Ali Diba; Ulas Bagci; Dorit Merhof; Ilker Hacihaliloglu (CoRR, 2024)

Single-Layer Learnable Activation for Implicit Neural Representation (SL2A-INR). - Moein Heidari; Reza Rezaeian; Reza Azad; Dorit Merhof; Hamid Soltanian-Zadeh; Ilker Hacihaliloglu (CoRR, 2024)

Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation? - Pedro R. A. S. Bassi; Wenxuan Li; Yucheng Tang; Fabian Isensee; Zifu Wang; Jieneng Chen; Yu-Cheng Chou; Yannick Kirchhoff; Maximilian Rokuss; Ziyan Huang; Jin Ye 002; Junjun He; et al. (CoRR, 2024)

Advances in medical image analysis with vision Transformers: A comprehensive review. - Reza Azad; Amirhossein Kazerouni; Moein Heidari; Ehsan Khodapanah Aghdam; Amirali Molaei; Yiwei Jia; Abin Jose; Rijo Roy; Dorit Merhof (Medical Image Anal., 2024)

Medical Image Segmentation Review: The Success of U-Net. - Reza Azad; Ehsan Khodapanah Aghdam; Amelie Rauland; Yiwei Jia; Atlas Haddadi Avval; Afshin Bozorgpour; Sanaz Karimijafarbigloo; Joseph Paul Cohen; Ehsan Adeli 001; Dorit Merhof (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Frequency-Domain Refinement of Vision Transformers for Robust Medical Image Segmentation Under Degradation. - Sanaz Karimijafarbigloo; Sina Ghorbani Kolahi; Reza Azad; Ulas Bagci; Dorit Merhof (WACV, 2025)

MedScale-Former: Self-guided multiscale transformer for medical image segmentation. - Sanaz Karimijafarbigloo; Reza Azad; Amirhossein Kazerouni; Dorit Merhof (Medical Image Anal., 2025)

Continual learning in medical image analysis: A comprehensive review of recent advancements and future prospects. - Pratibha Kumari 001; Joohi Chauhan; Afshin Bozorgpour; Boqiang Huang; Reza Azad; Dorit Merhof (Medical Image Anal., 2025)

CENet: Context Enhancement Network for Medical Image Segmentation. - Afshin Bozorgpour; Sina Ghorbani Kolahi; Reza Azad; Ilker Hacihaliloglu; Dorit Merhof (CoRR, 2025)