Ensemble Neural Representation Networks. - Milad Soltany Kadarvish; Hesam Mojtahedi; Hossein Entezari Zarch; Amirhossein Kazerouni; Alireza Morsali; Azra Abtahi; Farokh Marvasti (CoRR, 2021)

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)

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)

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)

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)

An intelligent modular real-time vision-based system for environment perception. - Amirhossein Kazerouni; Amirhossein Heydarian; Milad Soltany Kadarvish; Aida Mohammadshahi; Abbas Omidi; Saeed Ebadollahi (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)

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)

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

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

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)

SUM: Saliency Unification Through Mamba for Visual Attention Modeling. - Alireza Hosseini; Amirhossein Kazerouni; Saeed Akhavan; Michael Brudno; Babak Taati (WACV, 2025)

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

STAF: Sinusoidal Trainable Activation Functions for Implicit Neural Representation. - Alireza Morsali; MohammadJavad Vaez; Hossein Soltani; Amirhossein Kazerouni; Babak Taati; Morteza Mohammad Noori (CoRR, 2025)

LIFT: Latent Implicit Functions for Task- and Data-Agnostic Encoding. - Amirhossein Kazerouni; Soroush Mehraban; Michael Brudno; Babak Taati (CoRR, 2025)

SynPAIN: A Synthetic Dataset of Pain and Non-Pain Facial Expressions. - Babak Taati; Muhammad Muzammil; Yasamin Zarghami; Abhishek Moturu; Amirhossein Kazerouni; Hailey Reimer; Alex Mihailidis; Thomas Hadjistavropoulos (CoRR, 2025)