Azad, Reza

14 publications

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

ICCV 2025 SL2A-INR: Single-Layer Learnable Activation for Implicit Neural Representation Reza Rezaeian, Moein Heidari, Reza Azad, Dorit Merhof, Hamid Soltanian-Zadeh, Ilker Hacihaliloglu

WACV 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

MIDL 2024 Reducing Uncertainty in 3D Medical Image Segmentation Under Limited Annotations Through Contrastive Learning Sanaz Jarimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Dorit Merhof

NeurIPS 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, Saikat Roy, Yannick Kirchhoff, Maximilian Rokuss, Ziyan Huang, Jin Ye, Junjun He, Tassilo Wald, Constantin Ulrich, Michael Baumgartner, Klaus H. Maier-Hein, Paul Jaeger, Yiwen Ye, Yutong Xie, Jianpeng Zhang, Ziyang Chen, Yong Xia, Zhaohu Xing, Lei Zhu, Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad, Dorit Merhof, Pengcheng Shi, Ting Ma, Yuxin Du, Fan Bai, Tiejun Huang, Bo Zhao, Haonan Wang, Xiaomeng Li, Hanxue Gu, Haoyu Dong, Jichen Yang, Maciej A. Mazurowski, Saumya Gupta, Linshan Wu, Jiaxin Zhuang, Hao Chen, Holger Roth, Daguang Xu, Matthew B. Blaschko, Sergio Decherchi, Andrea Cavalli, Alan L. Yuille, Zongwei Zhou

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

ICCVW 2023 Implicit Neural Representation in Medical Imaging: A Comparative Survey Amirali Molaei, Amirhossein Aminimehr, Armin Tavakoli, Amirhossein Kazerouni, Bobby Azad, Reza Azad, Dorit Merhof

MIDL 2023 SMU-Net: Style Matching U-Net for Brain Tumor Segmentation with Missing Modalities Reza Azad, Nika Khosravi, Dorit Merhof

ICCVW 2023 Self-Supervised Semantic Segmentation: Consistency over Transformation Sanaz Karimijafarbigloo, Reza Azad, Amirhossein Kazerouni, Yury Velichko, Ulas Bagci, Dorit Merhof

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

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

ECCVW 2020 Attention Deeplabv3+: Multi-Level Context Attention Mechanism for Skin Lesion Segmentation Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera

ICCVW 2019 Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions Reza Azad, Maryam Asadi-Aghbolaghi, Mahmood Fathy, Sergio Escalera