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Learning to Segment Fine Structures Under Image-Level Supervision With an Application to Nematode Segmentation2022 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society conference-paper Computer Science Advanced Neural Network Applications
Long Chen, Martin Strauch, Matthias Daub, Hans-Georg Luigs, Marcus Jansen, Dorit Merhof
2citations -
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) conference-paper Computer Science Medical Image Segmentation Techniques cited by 1 patent
Reza Azad, Leon Niggemeier, Michael Hüttemann, Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Yury Velichko, +2 more
248citations -
Fusenet: Self-Supervised Dual-Path Network For Medical Image Segmentation2024 IEEE International Symposium on Biomedical Imaging (ISBI) conference-paper Computer Science Medical Image Segmentation Techniques
Amirhossein Kazerouni, Sanaz Karimijafarbigloo, Reza Azad, Yury Velichko, Ulaş Bağcı, Dorit Merhof
4citations -
TransCeption: Enhancing Medical Image Segmentation with an Inception-Like Transformer Design for Efficient Feature Fusion2025 Computational Visual Media article Computer Science Medical Image Segmentation Techniques Open access
Reza Azad, Yiwei Jia, Ehsan Khodapanah Aghdam, Julien Cohen‐Adad, Dorit Merhof
8citations -
V‐UNet: Medical Image Segmentation Based on Variational Attention Mechanism2025 CAAI Transactions on Intelligence Technology article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent
Yang Zhang, Qiang Yang, Li Tian, Fanghong Zhang, Yu Ren, Yinhao Li, +1 more
2citations -
Medical Image Segmentation Review: The Success of U-Net2024 IEEE Transactions on Pattern Analysis and Machine Intelligence article Computer Science Medical Image Segmentation Techniques cited by 1 patent
Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland, Yiwei Jia, Atlas Haddadi Avval, Afshin Bozorgpour, +4 more
925citations -
Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation2023 arXiv (Cornell University) preprint Computer Science Medical Image Segmentation Techniques Open access
Francesco Santini, Jakob Wasserthal, Abramo Agosti, Xeni Deligianni, Kevin R. Keene, Hermien E. Kan, +8 more
20citations -
Decentralized Distributed Multi-institutional PET Image Segmentation Using a Federated Deep Learning Framework2022 Clinical Nuclear Medicine article Computer Science Medical Image Segmentation Techniques Open access
Isaac Shiri, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Amirhossein Sanaat, Azadeh Akhavanallaf, +9 more
53citations -
Deep Frequency Re-calibration U-Net for Medical Image Segmentation2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) conference-paper Computer Science Medical Image Segmentation Techniques cited by 1 patent
Reza Azad, I Afshin Bozorgpour, Maryam Asadi-Aghbolaghi, Dorit Merhof, Sérgio Escalera
61citations -
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) conference-paper Computer Science Medical Image Segmentation Techniques
Moein Heidari, Amirhossein Kazerouni, Milad Soltany, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen‐Adad, +1 more
526citations -
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation2022 arXiv (Cornell University) preprint Computer Science Medical Image Segmentation Techniques Open access
Moein Heidari, Amirhossein Kazerouni, Milad Soltany, Reza Azad, Ehsan Khodapanah Aghdam, Julien Cohen‐Adad, +1 more
3citations -
MSA$^2$Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation2024 arXiv (Cornell University) preprint Computer Science Medical Image Segmentation Techniques Open access
Sina Ghorbani Kolahi, S. Kamal Chaharsooghi, Toktam Khatibi, Afshin Bozorgpour, Reza Azad, Moein Heidari, +2 more
6citations -
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation2022 arXiv (Cornell University) preprint Computer Science Medical Image Segmentation Techniques Open access
Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, +1 more
6citations