TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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

50 / 361 papers shown

Title
Learning Perspective Deformation in X-Ray Transmission Imaging Yixing Huang Andreas Maier Fuxin Fan Björn Kreher Xiaolin Huang R. Fietkau Christoph Bert F. Putz MedIm 15 1 0 13 Feb 2022
AA-TransUNet: Attention Augmented TransUNet For Nowcasting Tasks Yimin Yang S. Mehrkanoon ViT AI4TS 39 41 0 10 Feb 2022
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers Georg Hille Shubham Agrawal Pavan Tummala C. Wybranski M. Pech A. Surov S. Saalfeld ViT MedIm 19 26 0 26 Jan 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 48 1,062 0 04 Jan 2022
Deep ensembles in bioimage segmentation L. Nanni Daniela Cuza A. Lumini Andrea Loreggia S. Brahnam SSeg 18 8 0 24 Dec 2021
Shape from Polarization for Complex Scenes in the Wild Chenyang Lei Chenyang Qi Jiaxin Xie Na Fan V. Koltun Qifeng Chen 39 60 0 21 Dec 2021
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 49 37 0 21 Dec 2021
Image Segmentation Using Text and Image Prompts Timo Lüddecke Alexander S. Ecker CLIP VLM 25 457 0 18 Dec 2021
TransMEF: A Transformer-Based Multi-Exposure Image Fusion Framework using Self-Supervised Multi-Task Learning Linhao Qu Shaolei Liu Manning Wang Zhijian Song ViT 25 132 0 02 Dec 2021
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 42 520 0 29 Nov 2021
Multi-domain Integrative Swin Transformer network for Sparse-View Tomographic Reconstruction Jiayi Pan Heye Zhang Weifei Wu Zijian Gao Weiwen Wu 20 59 0 28 Nov 2021
A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation Himashi Peiris Munawar Hayat Zhaolin Chen Gary Egan Mehrtash Harandi ViT MedIm 22 123 0 26 Nov 2021
TransMorph: Transformer for unsupervised medical image registration Junyu Chen Eric C. Frey Yufan He W. Paul Segars Ye Li Yong Du ViT MedIm 41 307 0 19 Nov 2021
TransMix: Attend to Mix for Vision Transformers Jieneng Chen Shuyang Sun Ju He Philip Torr Alan Yuille S. Bai ViT 30 103 0 18 Nov 2021
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
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 25 2 0 08 Nov 2021
Mixed Transformer U-Net For Medical Image Segmentation Hongyi Wang Shiao Xie Lanfen Lin Yutaro Iwamoto X. Han Yenwei Chen Ruofeng Tong ViT MedIm 41 245 0 08 Nov 2021
Hepatic vessel segmentation based on 3D swin-transformer with inductive biased multi-head self-attention Mian Wu Yinling Qian Xiangyun Liao Qiong Wang Pheng-Ann Heng MedIm 92 30 0 05 Nov 2021
Dispensed Transformer Network for Unsupervised Domain Adaptation Yunxiang Li Jingxiong Li Ruilong Dan Shuai Wang Kai Jin ... Qianni Zhang Huiyu Zhou Qun Jin Li Wang Yaqi Wang OOD MedIm 28 4 0 28 Oct 2021
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation Xiangyi Yan Hao Tang Shanlin Sun Haoyu Ma Deying Kong Xiaohui Xie ViT MedIm 32 128 0 20 Oct 2021
CyTran: A Cycle-Consistent Transformer with Multi-Level Consistency for Non-Contrast to Contrast CT Translation Nicolae-Cătălin Ristea A. Miron O. Savencu Mariana-Iuliana Georgescu N. Verga Fahad Shahbaz Khan Radu Tudor Ionescu ViT MedIm 43 20 0 12 Oct 2021
Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs Philipp Benz Soomin Ham Chaoning Zhang Adil Karjauv In So Kweon AAML ViT 49 79 0 06 Oct 2021
GT U-Net: A U-Net Like Group Transformer Network for Tooth Root Segmentation Yunxiang Li Shuai Wang Jun Wang G. Zeng Wenjun Liu Qianni Zhang Qun Jin Yaqi Wang ViT MedIm 31 47 0 30 Sep 2021
Infrared Small-Dim Target Detection with Transformer under Complex Backgrounds Fangcen Liu Chenqiang Gao Fangge Chen Deyu Meng W. Zuo Xinbo Gao ViT 39 37 0 29 Sep 2021
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Libo Wang Rui Li Ce Zhang Shenghui Fang Chenxi Duan Xiaoliang Meng P. M. Atkinson ViT 43 629 0 18 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 98 174 0 15 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 129 712 0 09 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 32 308 0 07 Sep 2021
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation Cam-Ngoan Nguyen Zuhayr Asad Yuankai Huo ViT MedIm 32 35 0 26 Aug 2021
Is it Time to Replace CNNs with Transformers for Medical Images? Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith ViT OOD MedIm 33 146 0 20 Aug 2021
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Ange Lou Shuyue Guan Hanseok Ko Murray H. Loew 150 193 0 16 Aug 2021
TriTransNet: RGB-D Salient Object Detection with a Triplet Transformer Embedding Network Zhengyi Liu Yuan Wang Zhengzheng Tu Yun Xiao Bin Tang ViT 34 143 0 09 Aug 2021
AI assisted method for efficiently generating breast ultrasound screening reports Shuang Ge Qiongyu Ye Wenquan Xie Desheng Sun Huabin Zhang Xiaobo Zhou Kehong Yuan 32 3 0 28 Jul 2021
Synthesis in Style: Semantic Segmentation of Historical Documents using Synthetic Data Christian Bartz H. Rätz Joseph Bethge Christoph Meinel Haojin Yang 26 6 0 14 Jul 2021
GiT: Graph Interactive Transformer for Vehicle Re-identification Fei Shen Yi Xie Jianqing Zhu Xiaobin Zhu Huanqiang Zeng ViT 32 112 0 12 Jul 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 76 96 0 12 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 32 338 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 33 98 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 22 131 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 34 104 0 27 Jun 2021
Person Re-Identification with a Locally Aware Transformer Charu Sharma S. R. Kapil David Chapman ViT 48 45 0 07 Jun 2021
Glance-and-Gaze Vision Transformer Qihang Yu Yingda Xia Yutong Bai Yongyi Lu Alan Yuille Wei Shen ViT 33 75 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 42 640 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 40 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 44 15 0 31 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 23 574 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 23 51 0 21 May 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 29 191 0 15 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 37 62 0 07 May 2021
Pyramid Medical Transformer for Medical Image Segmentation Zhuangzhuang Zhang Weixiong Zhang ViT MedIm 24 47 0 29 Apr 2021