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
Large-Kernel Attention for 3D Medical Image Segmentation Hao Li Yang Nan Javier Del Ser Guang Yang MedIm 43 25 0 19 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari A. Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 25 178 0 18 Jul 2022
Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction Mevan Ekanayake Kamlesh Pawar Mehrtash Harandi Gary Egan Zhaolin Chen ViT MedIm 32 7 0 18 Jul 2022
Defect Transformer: An Efficient Hybrid Transformer Architecture for Surface Defect Detection Junpu Wang Guili Xu Fuju Yan Jinjin Wang Zhengsheng Wang ViT MedIm 28 66 0 17 Jul 2022
MLP-GAN for Brain Vessel Image Segmentation B. Xie Hao Tang Bin Duan Dawen Cai Yan Yan MedIm 40 2 0 17 Jul 2022
MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Taodong Liao Y. Ye Erkang Chen Peng Chen ViT 28 51 0 12 Jul 2022
TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation Zihan Li Dihan Li Cangbai Xu Wei-Chien Wang Qingqi Hong Qingde Li Jie Tian ViT MedIm 35 46 0 07 Jul 2022
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models Yizhe Zhang Suraj Mishra Peixian Liang Hao Zheng Danny Chen 19 3 0 01 Jul 2022
LViT: Language meets Vision Transformer in Medical Image Segmentation Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 67 134 0 29 Jun 2022
ICOS Protein Expression Segmentation: Can Transformer Networks Give Better Results? Vivek Kumar Singh P. O'Reilly J. James M. Salto‐Tellez P. Maxwell ViT MedIm 42 0 0 23 Jun 2022
Transformers Improve Breast Cancer Diagnosis from Unregistered Multi-View Mammograms Xuxin Chen Keqin Zhang Neman Abdoli Patrik W. Gilley Ximing Wang Hong Liu Bin Zheng Y. Qiu ViT MedIm 19 51 0 21 Jun 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm Jiangning Zhang Xiangtai Li Yabiao Wang Chengjie Wang Yibo Yang Yong Liu Dacheng Tao ViT 41 32 0 19 Jun 2022
XMorpher: Full Transformer for Deformable Medical Image Registration via Cross Attention Jiacheng Shi Yuting He Youyong Kong J. Coatrieux H. Shu Guanyu Yang Shuo Li MedIm 30 82 0 15 Jun 2022
Utility of Equivariant Message Passing in Cortical Mesh Segmentation Dániel Unyi F. Insalata Petar Velickovic Bálint Gyires-Tóth 22 0 0 07 Jun 2022
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection Chao Zeng Sam Kwong ViT 39 25 0 07 Jun 2022
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet Nan Wang Shaohui Lin Xiaoxiao Li Ke Li Yunhang Shen Yue Gao Lizhuang Ma ViT MedIm 49 33 0 02 Jun 2022
XBound-Former: Toward Cross-scale Boundary Modeling in Transformers Jiacheng Wang Fei Chen Yuxi Ma Liansheng Wang Zhaodong Fei Jia Shuai Xiangdong Tang Qichao Zhou Jing Qin ViT MedIm 27 63 0 02 Jun 2022
Dynamic Linear Transformer for 3D Biomedical Image Segmentation Zheyu Zhang Ulas Bagci ViT MedIm 33 12 0 01 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 55 82 0 01 Jun 2022
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images Yuan Wang Laura Blackie I. Miguel-Aliaga Wenjia Bai 3DV 23 3 0 31 May 2022
Inception Transformer Chenyang Si Weihao Yu Pan Zhou Yichen Zhou Xinchao Wang Shuicheng Yan ViT 37 187 0 25 May 2022
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation Ledan Qian Xiao Zhou Yi Li Zhongyi Hu 44 5 0 24 May 2022
Decoder Denoising Pretraining for Semantic Segmentation Emmanuel B. Asiedu Simon Kornblith Ting Chen Niki Parmar Matthias Minderer Mohammad Norouzi AI4CE 199 26 0 23 May 2022
Self-supervised 3D anatomy segmentation using self-distilled masked image transformer (SMIT) Jue Jiang N. Tyagi K. Tringale C. Crane Harini Veeraraghavan MedIm 36 34 0 20 May 2022
A graph-transformer for whole slide image classification Yi Zheng R. Gindra Emily J. Green E. Burks Margrit Betke J. Beane V. Kolachalama MedIm 50 123 0 19 May 2022
Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging Rui Yan Liangqiong Qu Qingyue Wei Shih-Cheng Huang Liyue Shen D. Rubin Lei Xing Yuyin Zhou FedML 78 90 0 17 May 2022
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation N. Duc Nguyen Thi Oanh N. T. Thuy Trần Minh Triết V. Dinh ViT MedIm 138 118 0 17 May 2022
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm Yuhan Xie Kexin Jiang Zhiyong Zhang Shaolong Chen Xiaodong Zhang Changzhen Qiu 38 1 0 07 May 2022
Symmetric Transformer-based Network for Unsupervised Image Registration Mingrui Ma Lei Song Yuanbo Xu Gui-Xian Liu ViT MedIm 27 36 0 28 Apr 2022
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical Volume Jianye Pang Cheng Jiang Yihao Chen Jianbo Chang M. Feng Renzhi Wang Jianhua Yao ViT MedIm 30 11 0 14 Apr 2022
SwinNet: Swin Transformer drives edge-aware RGB-D and RGB-T salient object detection Zhengyi Liu Yacheng Tan Qian He Yun Xiao ViT 29 227 0 12 Apr 2022
An application of Pixel Interval Down-sampling (PID) for dense tiny microorganism counting on environmental microorganism images Jiawei Zhang N. Xu Chen Li M. Rahaman Yuhong Yao Yu-Hao Lin Jinghua Zhang Tao Jiang M. Grzegorzek Wenjun Qin 28 7 0 04 Apr 2022
Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis Simon Dahan Abdulah Fawaz Logan Z. J. Williams Chunhui Yang Timothy S. Coalson M. Glasser A. Edwards Daniel Rueckert E. C. Robinson MedIm ViT 45 20 0 30 Mar 2022
Target and Task specific Source-Free Domain Adaptive Image Segmentation VS Vibashan Jeya Maria Jose Valanarasu Vishal M. Patel OOD 32 17 0 29 Mar 2022
Cross-Modality High-Frequency Transformer for MR Image Super-Resolution Chaowei Fang Di Zhang Liang Wang Yulun Zhang Lechao Cheng Junwei Han ViT MedIm 29 46 0 29 Mar 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 25 59 0 29 Mar 2022
A General Survey on Attention Mechanisms in Deep Learning Gianni Brauwers Flavius Frasincar 33 298 0 27 Mar 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review Yuting Yang Licheng Jiao Xuantong Liu F. Liu Shuyuan Yang Zhixi Feng Xu Tang ViT MedIm 32 28 0 24 Mar 2022
Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Pingping Dai Licong Dong Ruihan Zhang Haiming Zhu Jie Wu Kehong Yuan MedIm 32 4 0 20 Mar 2022
Simulation-Driven Training of Vision Transformers Enabling Metal Segmentation in X-Ray Images F. Fan L. Ritschl M. Beister R. Biniazan Björn Kreher Tristan M. Gottschalk Steffen Kappler Andreas Maier ViT MedIm 16 1 0 17 Mar 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 38 484 0 09 Mar 2022
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement Ujjwal Upadhyay Mukul Ranjan S. Golla Swetha Tanamala Preetham Sreenivas Sasank Chilamkurthy J. Pandian J. Tarpley 21 4 0 05 Mar 2022
BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation Wenqiao Zhang Lei Zhu James Hallinan A. Makmur Shengyu Zhang Qingpeng Cai Beng Chin Ooi 32 80 0 04 Mar 2022
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision Xiangde Luo Minhao Hu Wenjun Liao Shuwei Zhai Tao Song Guotai Wang Shaoting Zhang 44 100 0 04 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 33 45 0 03 Mar 2022
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Yunhe Gao Mu Zhou Ding Liu Zhennan Yan Shaoting Zhang Dimitris N. Metaxas ViT MedIm 28 68 0 28 Feb 2022
DXM-TransFuse U-net: Dual Cross-Modal Transformer Fusion U-net for Automated Nerve Identification Baijun Xie Gary Milam B. Ning J. Cha C. Park MedIm 33 7 0 27 Feb 2022
Diffeomorphic Image Registration with Neural Velocity Field Kun Han Shanlin Sun Xiangyi Yan Chenyu You Hao Tang Junayed Naushad Haoyu Ma Deying Kong Xiaohui Xie MedIm 24 21 0 25 Feb 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 31 35 0 24 Feb 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang Dinggang Shen ViT MedIm 38 255 0 24 Feb 2022