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
Mirror Complementary Transformer Network for RGB-thermal Salient Object Detection Xiurong Jiang Lin Zhu Yifan Hou Hui Tian ViT 70 19 0 07 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 51 50 0 07 Jul 2022
Multi-Contrast MRI Segmentation Trained on Synthetic Images Ismail Irmakci Zeki Emre Unel Nazli Ikizler-Cinbis Ulas Bagci MedIm 27 3 0 06 Jul 2022
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models Yizhe Zhang Suraj Mishra Peixian Liang Hao Zheng Benlin Liu 62 4 0 01 Jul 2022
ChrSNet: Chromosome Straightening using Self-attention Guided Networks S. Zheng Jingxiong Li Zhongyi Shui Chenglu Zhu Yunlong Zhang Pingyi Chen Lin Yang 40 4 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 115 141 0 29 Jun 2022
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 69 36 0 29 Jun 2022
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 91 35 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 56 0 0 23 Jun 2022
Radio2Speech: High Quality Speech Recovery from Radio Frequency Signals Running Zhao Jiang-Tao Luca Yu Tingle Li Hang Zhao Edith C.H. Ngai 53 4 0 22 Jun 2022
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency Jie Yang Ruimao Zhang Chao Wang Zhuguo Li Lingyan Zhang 59 11 0 21 Jun 2022
Neural Transformers for Intraductal Papillary Mucosal Neoplasms (IPMN) Classification in MRI images Federica Proietto Salanitri Giovanni Bellitto S. Palazzo Ismail Irmakci Michael B. Wallace ... S. Hoogenboom Marco Aldinucci Ulas Bagci D. Giordano C. Spampinato ViT MedIm 36 8 0 21 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 104 54 0 21 Jun 2022
Semantic Labeling of High Resolution Images Using EfficientUNets and Transformers Hasan Almarzouqi L. Saad Saoud ViT 102 14 0 20 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 121 35 0 19 Jun 2022
TBraTS: Trusted Brain Tumor Segmentation Ke Zou Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu UQCV OOD 86 57 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 89 89 0 15 Jun 2022
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation Wenxuan Wang Chen Chen Jing Wang Sen Zha Yan Zhang Jiangyun Li MedIm 62 10 0 14 Jun 2022
OOD Augmentation May Be at Odds with Open-Set Recognition Mohammad Azizmalayeri M. Rohban 68 9 0 09 Jun 2022
Utility of Equivariant Message Passing in Cortical Mesh Segmentation Dániel Unyi F. Insalata Petar Velickovic Bálint Gyires-Tóth 48 0 0 07 Jun 2022
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection Chao Zeng Sam Kwong ViT 68 27 0 07 Jun 2022
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image Segmentation Yanglan Ou Ye Yuan Xiaolei Huang Stephen T. C. Wong John Volpi James Z. Wang K. Wong ViT MoE MedIm 66 11 0 03 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 175 46 0 02 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 105 35 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 75 65 0 02 Jun 2022
Dynamic Linear Transformer for 3D Biomedical Image Segmentation Zheyu Zhang Ulas Bagci ViT MedIm 97 11 0 01 Jun 2022
The Fully Convolutional Transformer for Medical Image Segmentation Athanasios Tragakis Chaitanya Kaul Roderick Murray-Smith D. Husmeier ViT MedIm 56 63 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 117 88 0 01 Jun 2022
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images Yuan Wang Laura Blackie I. Miguel-Aliaga Wenjia Bai 3DV 52 3 0 31 May 2022
Inception Transformer Chenyang Si Weihao Yu Pan Zhou Yichen Zhou Xinchao Wang Shuicheng Yan ViT 118 199 0 25 May 2022
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation Ledan Qian Xiao Zhou Yi Li Zhongyi Hu 63 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 264 27 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 104 37 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 110 131 0 19 May 2022
Transformer based multiple instance learning for weakly supervised histopathology image segmentation Ziniu Qian Keqin Li M. Lai E. Chang Bingzheng Wei Yubo Fan Yan Xu ViT MedIm 101 43 0 18 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 153 100 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 193 124 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 94 1 0 07 May 2022
Symmetric Transformer-based Network for Unsupervised Image Registration Mingrui Ma Lei Song Yuanbo Xu Gui-Xian Liu ViT MedIm 76 37 0 28 Apr 2022
A survey on attention mechanisms for medical applications: are we moving towards better algorithms? Tiago Gonçalves Isabel Rio-Torto Luís F. Teixeira J. S. Cardoso OOD MedIm 99 41 0 26 Apr 2022
TranSiam: Fusing Multimodal Visual Features Using Transformer for Medical Image Segmentation Xia Li Shiqiang Ma Jijun Tang Fei Guo ViT MedIm 37 9 0 26 Apr 2022
Transformation Invariant Cancerous Tissue Classification Using Spatially Transformed DenseNet Omar Mahdi Ali Bou Nassif MedIm 23 2 0 23 Apr 2022
MIPR:Automatic Annotation of Medical Images with Pixel Rearrangement Pingping Dai Haiming Zhu Shuang Ge Ruihan Zhang Xiang Qian Xi Li Kehong Yuan 43 2 0 22 Apr 2022
Continual Hippocampus Segmentation with Transformers Amin Ranem Camila González Anirban Mukhopadhyay MedIm CLL 60 16 0 17 Apr 2022
U-Net and its variants for Medical Image Segmentation : A short review Vinay Ummadi SSeg 13 7 0 17 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 55 11 0 14 Apr 2022
Rapid model transfer for medical image segmentation via iterative human-in-the-loop update: from labelled public to unlabelled clinical datasets for multi-organ segmentation in CT Wenao Ma Shuang Zheng Lei Zhang Huimao Zhang Qi Dou 43 5 0 13 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 124 234 0 12 Apr 2022
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution Mariana-Iuliana Georgescu Radu Tudor Ionescu A. Miron O. Savencu Nicolae-Cătălin Ristea N. Verga Fahad Shahbaz Khan SupR 65 54 0 08 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 60 7 0 04 Apr 2022