Ehsan Khodapanah Aghdam

26 papers A 2Journal 19Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
VAMOS-OCTA: Vessel-Aware Multi-Axis Orthogonal Supervision for Inpainting Motion-Corrupted OCT Angiography Volumes.
CoRR
Nick DiSanto, Ehsan Khodapanah Aghdam, Han Liu, Jacob Watson, Yuankai K. Tao, Hao Li, Ipek Oguz
2025 J jnl
A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation.
CoRR
Moein Heidari, Ehsan Khodapanah Aghdam, Alexander Manzella, Daniel Hsu, Rebecca Scalabrino, Wenjin Chen, David J. Foran, Ilker Hacihaliloglu
2025 J jnl
Monocular absolute depth estimation from endoscopy via domain-invariant feature learning and latent consistency.
CoRR
Hao Li, Daiwei Lu, Jesse F. d'Almeida, Dilara Isik, Ehsan Khodapanah Aghdam, Nick DiSanto, Ayberk Acar, Susheela Sharma, Jie Ying Wu, Robert J. Webster III, Ipek Oguz
2025 J jnl
TransCeption: Enhancing Medical Image Segmentation with an Inception-Like Transformer Design for Efficient Feature Fusion.
Comput. Vis. Media
Reza Azad, Yiwei Jia, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof
2024 J jnl
Advances in medical image analysis with vision Transformers: A comprehensive review.
Medical Image Anal.
Reza Azad, Amirhossein Kazerouni, Moein Heidari, Ehsan Khodapanah Aghdam, Amirali Molaei, Yiwei Jia, Abin Jose, Rijo Roy, Dorit Merhof
2024 A conf
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation.
WACV
Reza Azad, Leon Niggemeier, Michael Hüttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof
2024 J jnl
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights.
CoRR
Moein Heidari, Reza Azad, Sina Ghorbani Kolahi, René Arimond, Leon Niggemeier, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Ilker Hacihaliloglu, Dorit Merhof
2024 J jnl
Medical Image Segmentation Review: The Success of U-Net.
IEEE Trans. Pattern Anal. Mach. Intell.
Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland, Yiwei Jia, Atlas Haddadi Avval, Afshin Bozorgpour, Sanaz Karimijafarbigloo, Joseph Paul Cohen, Ehsan Adeli, Dorit Merhof
2023 J jnl
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review.
CoRR
Reza Azad, Amirhossein Kazerouni, Moein Heidari, Ehsan Khodapanah Aghdam, Amirali Molaei, Yiwei Jia, Abin Jose, Rijo Roy, Dorit Merhof
2023 — conf
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation.
ISBI
Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof
2023 J jnl
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation.
CoRR
Reza Azad, Leon Niggemeier, Michael Huttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof
2023 — conf
DAE-Former: Dual Attention-Guided Efficient Transformer for Medical Image Segmentation.
PRIME@MICCAI
Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof
2023 J jnl
Diffusion models in medical imaging: A comprehensive survey.
Medical Image Anal.
Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, Dorit Merhof
2023 J jnl
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach.
CoRR
Reza Azad, Yiwei Jia, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof
2023 A conf
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation.
WACV
Moein Heidari, Amirhossein Kazerouni, Milad Soltany Kadarvish, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof
2023 — conf
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection.
MICCAI (3)
Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof
2023 J jnl
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection.
CoRR
Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulas Bagci, Dorit Merhof
2023 — conf
Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers.
MLMI@MICCAI (1)
Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, Dorit Merhof
2023 J jnl
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers.
CoRR
Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, Dorit Merhof
2022 J jnl
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation.
CoRR
Ehsan Khodapanah Aghdam, Reza Azad, Maral Zarvani, Dorit Merhof
2022 J jnl
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation.
CoRR
Reza Azad, René Arimond, Ehsan Khodapanah Aghdam, Amirhossein Kazerouni, Dorit Merhof
2022 J jnl
Diffusion Models for Medical Image Analysis: A Comprehensive Survey.
CoRR
Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Moein Heidari, Reza Azad, Mohsen Fayyaz, Ilker Hacihaliloglu, Dorit Merhof
2022 J jnl
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation.
CoRR
Moein Heidari, Amirhossein Kazerouni, Milad Soltany Kadarvish, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen-Adad, Dorit Merhof
2022 J jnl
Medical Image Segmentation Review: The success of U-Net.
CoRR
Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland, Yiwei Jia, Atlas Haddadi Avval, Afshin Bozorgpour, Sanaz Karimijafarbigloo, Joseph Paul Cohen, Ehsan Adeli, Dorit Merhof
2022 — conf
TransDeepLab: Convolution-Free Transformer-Based DeepLab v3+ for Medical Image Segmentation.
PRIME@MICCAI
Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof
2022 J jnl
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation.
CoRR
Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof