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MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention

14 December 2023

Papers citing "MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention"

50 / 62 papers shown

Title
Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation Xuanyu Liu Huiyun Yao Jinggui Gao Zhongyi Guo Xue Zhang Yulin Dong ViT MedIm 102 0 0 04 Apr 2025
Frontiers in Intelligent Colonoscopy Ge-Peng Ji Jingyi Liu Peng Xu Nick Barnes Fahad Shahbaz Khan Salman Khan Deng-Ping Fan 103 5 0 22 Oct 2024
Polyper: Boundary Sensitive Polyp Segmentation Hao Shao Yang Zhang Qibin Hou 75 13 0 14 Dec 2023
Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation Mohammadreza Naderi Mohammad H. Givkashi F. Piri N. Karimi S. Samavi ViT MedIm 96 14 0 19 Dec 2022
SegNeXt: Rethinking Convolutional Attention Design for Semantic Segmentation Meng-Hao Guo Chenggang Lu Qibin Hou Zheng Liu Ming-Ming Cheng Shiyong Hu SSeg ViT VLM 81 656 0 18 Sep 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari Amirhossein Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 95 192 0 18 Jul 2022
AAU-net: An Adaptive Attention U-net for Breast Lesions Segmentation in Ultrasound Images Gongping Chen Yu Dai Jianxun Zhang Moi Hoon Yap 91 156 0 26 Apr 2022
Video Polyp Segmentation: A Deep Learning Perspective Ge-Peng Ji Guobao Xiao Yu-Cheng Chou Deng-Ping Fan Kai Zhao Geng Chen Luc Van Gool 101 107 0 27 Mar 2022
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation Qing Xu Zhicheng Ma Nana He Wenting Duan SSeg OOD 88 242 0 02 Feb 2022
RTNet: Relation Transformer Network for Diabetic Retinopathy Multi-lesion Segmentation Shiqi Huang Jianan Li Yuze Xiao Ning Shen Tingfa Xu ViT MedIm 59 118 0 26 Jan 2022
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 195 702 0 24 Jan 2022
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation Xiangyi Yan Hao Tang Shanlin Sun Haoyu Ma Deying Kong Xiaohui Xie ViT MedIm 80 129 0 20 Oct 2021
Is Attention Better Than Matrix Decomposition? Zhengyang Geng Meng-Hao Guo Hongxu Chen Xia Li Ke Wei Zhouchen Lin 114 142 0 09 Sep 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 204 751 0 09 Sep 2021
Multi-Compound Transformer for Accurate Biomedical Image Segmentation Yuanfeng Ji Ruimao Zhang Huijie Wang Zhen Li Lingyun Wu Shaoting Zhang Ping Luo ViT MedIm 71 136 0 28 Jun 2021
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Ai-Jun Lin Bingzhi Chen Jiayu Xu Zheng Zhang Guangming Lu ViT MedIm 76 639 0 12 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 332 5,095 0 31 May 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 143 2,931 0 12 May 2021
Pyramid Medical Transformer for Medical Image Segmentation Zhuangzhuang Zhang Weixiong Zhang ViT MedIm 47 49 0 29 Apr 2021
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Nikhil Kumar Tomar Debesh Jha Michael A. Riegler Haavard D. Johansen Dag Johansen J. Rittscher Pål Halvorsen Sharib Ali MedIm 77 152 0 31 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 470 21,603 0 25 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 195 1,619 0 18 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 96 730 0 07 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 86 502 0 04 Mar 2021
Coordinate Attention for Efficient Mobile Network Design Qibin Hou Daquan Zhou Jiashi Feng 94 3,082 0 04 Mar 2021
Convolution-Free Medical Image Segmentation using Transformers Davood Karimi Serge Vasylechko Ali Gholipour ViT MedIm 129 124 0 26 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 543 3,740 0 24 Feb 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 113 998 0 21 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 264 928 0 16 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 100 3,506 0 08 Feb 2021
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS Chien-Hsiang Huang Hung-Yu Wu Y. Lin 97 180 0 18 Jan 2021
FcaNet: Frequency Channel Attention Networks Zequn Qin Pengyi Zhang Leilei Gan Xi Li 98 712 0 22 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 684 41,563 0 22 Oct 2020
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 69 137 0 13 Oct 2020
Rotate to Attend: Convolutional Triplet Attention Module Diganta Misra Trikay Nalamada Ajay Uppili Arasanipalai Qibin Hou ViT 3DPC 74 602 0 06 Oct 2020
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Ran Gu Guotai Wang Tao Song Rui Huang Michael Aertsen Jan Deprest Sébastien Ourselin Tom Vercauteren Shaoting Zhang SSeg 123 470 0 22 Sep 2020
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Deng-Ping Fan Ge-Peng Ji Tao Zhou Geng Chen Huazhu Fu Jianbing Shen Ling Shao ODL 241 1,175 0 13 Jun 2020
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations Jeya Maria Jose Valanarasu Vishwanath A. Sindagi Ilker Hacihaliloglu Vishal M. Patel SSeg 73 159 0 08 Jun 2020
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Debesh Jha Michael A. Riegler Dag Johansen Pål Halvorsen Haavard D. Johansen SSeg 54 604 0 08 Jun 2020
Review of Artificial Intelligence Techniques in Imaging Data Acquisition, Segmentation and Diagnosis for COVID-19 F. Shi Jun Wang Jun Shi Zi-xiang Wu Qian Wang Zhenyu Tang Kelei He Yinghuan Shi Dinggang Shen 106 1,059 0 06 Apr 2020
Strip Pooling: Rethinking Spatial Pooling for Scene Parsing Qibin Hou Li Zhang Ming-Ming Cheng Jiashi Feng SSeg 3DPC 87 514 0 30 Mar 2020
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Huiyu Wang Yukun Zhu Bradley Green Hartwig Adam Alan Yuille Liang-Chieh Chen 3DPC 132 673 0 17 Mar 2020
Sparse Sinkhorn Attention Yi Tay Dara Bahri Liu Yang Donald Metzler Da-Cheng Juan 91 341 0 26 Feb 2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng Ann Heng 113 316 0 06 Feb 2020
Axial Attention in Multidimensional Transformers Jonathan Ho Nal Kalchbrenner Dirk Weissenborn Tim Salimans 110 533 0 20 Dec 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 401 3,636 0 20 Aug 2019
Expectation-Maximization Attention Networks for Semantic Segmentation Xia Li Zhisheng Zhong Jianlong Wu Yibo Yang Zhouchen Lin Hong Liu 3DV 3DPC 173 558 0 31 Jul 2019
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation Chenxi Liu Liang-Chieh Chen Florian Schroff Hartwig Adam Wei Hua Alan Yuille Li Fei-Fei SSeg 122 982 0 10 Jan 2019
CCNet: Criss-Cross Attention for Semantic Segmentation Zilong Huang Xinggang Wang Yunchao Wei Lichao Huang Humphrey Shi Wenyu Liu Chang Huang VOS 212 2,554 0 28 Nov 2018
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Hyeonsoo Moon Shunxing Bao A. Assad T. Moyo M. Savona R. Abramson Bennett A. Landman MedIm 139 225 0 15 Oct 2018