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Compute-Efficient Medical Image Classification with Softmax-Free Transformers and Sequence Normalization2024 arXiv (Cornell University) preprint Computer Science Advanced Neural Network Applications Open access
Firas Khader, Omar S. M. El Nahhas, Tianyu Han, Gustav Anton Müller‐Franzes, Sven Nebelung, Jakob Nikolas Kather, +1 more
0citations -
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers2023 arXiv (Cornell University) preprint Computer Science Medical Image Segmentation Techniques Open access
Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, +1 more
0citations -
Unlocking Fine-Grained Details with Wavelet-Based High-Frequency Enhancement in Transformers2023 Lecture notes in computer science conference-paper Computer Science Medical Image Segmentation Techniques
Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, +1 more
17citations -
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection2023 Lecture notes in computer science conference-paper Computer Science Advanced Neural Network Applications Open access
Reza Azad, Amirhossein Kazerouni, Babak Azad, Ehsan Khodapanah Aghdam, Yury Velichko, Ulaş Bağcı, +1 more
30citations -
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 -
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis2024 arXiv (Cornell University) preprint Computer Science Advanced Neural Network Applications Open access
Moein Heidari, Sina Ghorbani Kolahi, Sanaz Karimijafarbigloo, Bobby Azad, Afshin Bozorgpour, Soheila Hatami, +5 more
4citations -
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