Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation

31 August 2023

Ehsan Khodapanah Aghdam

Papers citing "Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation"

20 / 20 papers shown

Title
Cross-Frequency Collaborative Training Network and Dataset for Semi-supervised First Molar Root Canal Segmentation Zhenhuan Zhou Yuchen Zhang Along He Peng Wang Xueshuo Xie Tao Li 47 0 0 16 Apr 2025
CoRLD: Contrastive Representation Learning Of Deformable Shapes In Images Tonmoy Hossain Miaomiao Zhang 47 0 0 21 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 91 0 0 05 Mar 2025
Learning Dynamic Local Context Representations for Infrared Small Target Detection Guoyi Zhang Guangsheng Xu Han Wang Siyang Chen Yunxiao Shan Xiaohu Zhang 44 1 0 23 Dec 2024
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor Segmentation Ruoxin Wang Tianyi Tang Haiming Du Yuxuan Cheng Yu Wang Lingjie Yang Xiaohui Duan Yunfang Yu Yu Zhou Donglong Chen 64 0 0 08 Dec 2024
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation Yufeng Jiang Zongxi Li Xiangyan Chen Haoran Xie Jing Cai Mamba 47 1 0 31 Oct 2024
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention Mechanisms Gurucharan Marthi Krishna Kumar Janine Mendola Amir Shmuel MedIm 24 0 0 03 Oct 2024
Shape-intensity knowledge distillation for robust medical image segmentation Wenhui Dong Bo Du Yongchao Xu 36 0 0 26 Sep 2024
MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation Chaowei Chen Li Yu Shiquan Min Shunfang Wang Mamba 44 3 0 25 Aug 2024
MSA $^2$ Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Sina Ghorbani Kolahi S. K. Chaharsooghi Toktam Khatibi Afshin Bozorgpour Reza Azad Moein Heidari I. Hacihaliloglu Dorit Merhof 35 1 0 31 Jul 2024
Real Time Multi Organ Classification on Computed Tomography Images H. Yerebakan Y. Shinagawa Gerardo Hermosillo 59 1 0 29 Apr 2024
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari Reza Azad Dorit Merhof 63 3 0 07 Apr 2024
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights Moein Heidari Reza Azad Sina Ghorbani Kolahi René Arimond Leon Niggemeier ... Afshin Bozorgpour Ehsan Khodapanah Aghdam A. Kazerouni I. Hacihaliloglu Dorit Merhof 56 7 0 28 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 51 10 0 15 Mar 2024
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 101 60 0 28 Oct 2023
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation Yi-Mou Lin Xiaori Fang Dong-Ming Zhang Kwang-Ting Cheng Hao Chen MedIm 26 3 0 23 Mar 2023
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat Fahad Shahbaz Khan Huazhu Fu ViT LM&MA MedIm 111 663 0 24 Jan 2022
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 79 332 0 11 Nov 2021
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 231 21,841 0 09 Dec 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 454 15,657 0 02 Nov 2015