TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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Papers citing "TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation"

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Title
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 129 100 0 12 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 107 353 0 30 Jun 2021
Looking Outside the Window: Wide-Context Transformer for the Semantic Segmentation of High-Resolution Remote Sensing Images L. Ding Dong Lin Shaofu Lin Jing Zhang Xiaojie Cui Yuebin Wang Hao Tang Lorenzo Bruzzone ViT 154 101 0 29 Jun 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 79 138 0 28 Jun 2021
Multi-Modal Transformer for Accelerated MR Imaging Chun-Mei Feng Yu-bao Yan Geng Chen Yong Xu Ling Shao Huazhu Fu MedIm ViT 103 109 0 27 Jun 2021
Spatio-Temporal Multi-Task Learning Transformer for Joint Moving Object Detection and Segmentation Eslam Mohamed Ahmad El-Sallab 52 12 0 21 Jun 2021
More than Encoder: Introducing Transformer Decoder to Upsample Yijiang Li Wentian Cai Ying Gao Chengming Li Xiping Hu ViT MedIm 82 55 0 20 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 76 645 0 12 Jun 2021
Person Re-Identification with a Locally Aware Transformer Charu Sharma S. R. Kapil David Chapman ViT 82 45 0 07 Jun 2021
Glance-and-Gaze Vision Transformer Qihang Yu Yingda Xia Yutong Bai Yongyi Lu Alan Yuille Wei Shen ViT 85 76 0 04 Jun 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 138 689 0 02 Jun 2021
Analogous to Evolutionary Algorithm: Designing a Unified Sequence Model Jiangning Zhang Chao Xu Jian Li Wenzhou Chen Yabiao Wang Ying Tai Shuo Chen Chengjie Wang Feiyue Huang Yong Liu 108 22 0 31 May 2021
SDNet: mutil-branch for single image deraining using swin Fuxiang Tan Yuting Kong Yingying Fan Feng Liu Daxin Zhou Hao Zhang Long Chen Liang Gao Yurong Qian ViT 79 15 0 31 May 2021
Transformer-Based Source-Free Domain Adaptation Guanglei Yang Hao Tang Zhun Zhong M. Ding Ling Shao N. Sebe Elisa Ricci ViT 82 42 0 28 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 136 612 0 27 May 2021
A Multi-Branch Hybrid Transformer Networkfor Corneal Endothelial Cell Segmentation Yinglin Zhang Risa Higashita Huazhu Fu Yanwu Xu Yang Zhang Haofeng Liu Jian Zhang Jiang-Dong Liu ViT MedIm 76 52 0 21 May 2021
Medical Image Segmentation Using Squeeze-and-Expansion Transformers Shaohua Li Xiuchao Sui Xiangde Luo Xinxing Xu Yong Liu Rick Siow Mong Goh ViT MedIm 78 170 0 20 May 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 108 194 0 15 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 146 2,956 0 12 May 2021
A State-of-the-art Survey of Object Detection Techniques in Microorganism Image Analysis: From Classical Methods to Deep Learning Approaches Pingli Ma Chen Li M. Rahaman Yudong Yao Jiawei Zhang Shuojia Zou Xin Zhao M. Grzegorzek 87 66 0 07 May 2021
Pyramid Medical Transformer for Medical Image Segmentation Zhuangzhuang Zhang Weixiong Zhang ViT MedIm 67 49 0 29 Apr 2021
LambdaUNet: 2.5D Stroke Lesion Segmentation of Diffusion-weighted MR Images Yanglan Ou Ye Yuan Xiaolei Huang Kelvin K. Wong John Volpi Jianmin Wang Stephen T. C. Wong MedIm 19 9 0 28 Apr 2021
Visformer: The Vision-friendly Transformer Zhengsu Chen Lingxi Xie Jianwei Niu Xuefeng Liu Longhui Wei Qi Tian ViT 215 223 0 26 Apr 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 137 1,272 0 22 Apr 2021
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration Junyu Chen Yufan He Eric C. Frey Ye Li Yong Du ViT MedIm 92 189 0 13 Apr 2021
CateNorm: Categorical Normalization for Robust Medical Image Segmentation Junfei Xiao Lequan Yu Zongwei Zhou Yutong Bai Lei Xing Alan Yuille Yuyin Zhou OOD MedIm 57 7 0 29 Mar 2021
Transformer-Based Attention Networks for Continuous Pixel-Wise Prediction Guanglei Yang Hao Tang M. Ding N. Sebe Elisa Ricci ViT 120 195 0 22 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 198 1,634 0 18 Mar 2021
TransFG: A Transformer Architecture for Fine-grained Recognition Ju He Jieneng Chen Shuai Liu Adam Kortylewski Cheng Yang Yutong Bai Changhu Wang ViT 116 397 0 14 Mar 2021
TransMed: Transformers Advance Multi-modal Medical Image Classification Yin Dai Yifan Gao ViT MedIm 108 295 0 10 Mar 2021
Sequential Learning on Liver Tumor Boundary Semantics and Prognostic Biomarker Mining Jieneng Chen K. Yan Yu-Dong Zhang Youbao Tang Xun Xu ... Lingyun Huang Jing Xiao Alan Yuille Ya Zhang Le Lu 30 2 0 09 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 96 735 0 07 Mar 2021
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation Boxiang Yun Yan Wang Jieneng Chen Huiyu Wang Wei Shen Qingli Li ViT MedIm 91 50 0 05 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 99 504 0 04 Mar 2021
Convolution-Free Medical Image Segmentation using Transformers Davood Karimi Serge Vasylechko Ali Gholipour ViT MedIm 144 124 0 26 Feb 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 138 1,003 0 21 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 273 934 0 16 Feb 2021
Curriculum Learning: A Survey Petru Soviany Radu Tudor Ionescu Paolo Rota N. Sebe ODL 188 363 0 25 Jan 2021
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng Asoke K. Nandi SSeg OOD 115 579 0 28 Sep 2020
Accurate Lung Nodules Segmentation with Detailed Representation Transfer and Soft Mask Supervision Changwei Wang Rongtao Xu Shibiao Xu Weiliang Meng Jun Xiao Xiaopeng Zhang 117 7 0 29 Jul 2020