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
Image Segmentation Using Text and Image Prompts Timo Lüddecke Alexander S. Ecker CLIP VLM 155 477 0 18 Dec 2021
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer Xiangde Luo Minhao Hu Tao Song Guotai Wang Shaoting Zhang ViT MedIm 70 212 0 09 Dec 2021
MT-TransUNet: Mediating Multi-Task Tokens in Transformers for Skin Lesion Segmentation and Classification Jingye Chen Jieneng Chen Zongwei Zhou Bin Li Alan Yuille Yongyi Lu ViT MedIm 54 17 0 03 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 112 141 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 162 537 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 94 61 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 86 135 0 26 Nov 2021
Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessor Xiangyu Meng Xudong Zhang Gan Wang Ying Zhang Xingguo Shi Huanhuan Dai Zixuan Wang Xun Wang MedIm 32 5 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 204 334 0 19 Nov 2021
TransMix: Attend to Mix for Vision Transformers Jieneng Chen Shuyang Sun Ju He Philip Torr Alan Yuille S. Bai ViT 123 110 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 189 356 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 36 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 76 254 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 145 31 0 05 Nov 2021
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image Xiangde Luo Wenjun Liao Jianghong Xiao Jieneng Chen Tao Song Xiaofan Zhang Kang Li Dimitris N. Metaxas Guotai Wang Shaoting Zhang 117 131 0 03 Nov 2021
Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training Sangjoon Park Gwanghyun Kim Jeongsol Kim Boah Kim Jong Chul Ye ViT FedML MedIm 98 30 0 02 Nov 2021
UltraPose: Synthesizing Dense Pose with 1 Billion Points by Human-body Decoupling 3D Model Haonan Yan Jiaqi Chen Xujie Zhang Shengkai Zhang Nianhong Jiao Xiaodan Liang Tianxiang Zheng 3DH 138 13 0 28 Oct 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 62 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 85 132 0 20 Oct 2021
Toward Accurate and Reliable Iris Segmentation Using Uncertainty Learning Jianze Wei Huaibo Huang Muyi Sun Yunlong Wang Min Ren Ran He Zhenan Sun 69 5 0 20 Oct 2021
Bilateral-ViT for Robust Fovea Localization Sifan Song K. Dang Qinji Yu Zilong Wang Frans Coenen Jionglong Su Xiaowei Ding MedIm 28 8 0 19 Oct 2021
Combining CNNs With Transformer for Multimodal 3D MRI Brain Tumor Segmentation With Self-Supervised Pretraining Mariia Dobko Danylo-Ivan Kolinko Ostap Viniavskyi Yurii Yelisieiev ViT MedIm 71 9 0 15 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 122 20 0 12 Oct 2021
Boundary-aware Transformers for Skin Lesion Segmentation Jiacheng Wang Lan Wei Liansheng Wang Qichao Zhou Lei Zhu Jing Qin ViT MedIm 128 131 0 08 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 100 80 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 72 49 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 83 38 0 29 Sep 2021
SDTP: Semantic-aware Decoupled Transformer Pyramid for Dense Image Prediction Zekun Li Yufan Liu Bing Li Weiming Hu Kebin Wu Chengwei Peng ViT 71 23 0 18 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 123 682 0 18 Sep 2021
Transformer-Unet: Raw Image Processing with Unet Youyang Sha Yonghong Zhang Xuquan Ji Lei Hu ViT MedIm 37 38 0 17 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 163 186 0 15 Sep 2021
Team NeuroPoly: Description of the Pipelines for the MICCAI 2021 MS New Lesions Segmentation Challenge U. Macar E. Karthik C. Gros A. Lemay Julien Cohen-Adad 46 4 0 12 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 220 761 0 09 Sep 2021
Axial multi-layer perceptron architecture for automatic segmentation of choroid plexus in multiple sclerosis Marius Schmidt-Mengin Vito A G Ricigliano B. Bodini E. Morena A. Colombi Mariem Hamzaoui Arya Yazdan Panah B. Stankoff O. Colliot 35 15 0 08 Sep 2021
Rendezvous: Attention Mechanisms for the Recognition of Surgical Action Triplets in Endoscopic Videos C. Nwoye Tong Yu Cristians Gonzalez B. Seeliger Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 83 143 0 07 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 91 334 0 07 Sep 2021
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation Cam-Ngoan Nguyen Zuhayr Asad Yuankai Huo ViT MedIm 61 37 0 26 Aug 2021
Reiterative Domain Aware Multi-Target Adaptation Sudipan Saha Shan Zhao Nasrullah Sheikh Xiao Xiang Zhu 57 1 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 74 150 0 20 Aug 2021
Boosting Salient Object Detection with Transformer-based Asymmetric Bilateral U-Net Yu Qiu Yun-Hai Liu Le Zhang Jing Xu ViT 69 31 0 17 Aug 2021
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Ange Lou Shuyue Guan Hanseok Ko Murray H. Loew 211 197 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 118 144 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 111 4 0 28 Jul 2021
Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Mengya Xu Mobarakol Islam C. Lim Hongliang Ren MedIm 69 32 0 23 Jul 2021
AD-GAN: End-to-end Unsupervised Nuclei Segmentation with Aligned Disentangling Training Kai Yao Kaizhu Huang Jie Sun Curran Jude MedIm 47 9 0 23 Jul 2021
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation Guoping Xu Xingrong Wu Xuan Zhang Xinwei He ViT MedIm 84 202 0 19 Jul 2021
Synthesis in Style: Semantic Segmentation of Historical Documents using Synthetic Data Christian Bartz H. Rätz Joseph Bethge Christoph Meinel Haojin Yang 53 6 0 14 Jul 2021
ST-DETR: Spatio-Temporal Object Traces Attention Detection Transformer Eslam Mohamed Ahmad El-Sallab ViT 40 1 0 13 Jul 2021
GiT: Graph Interactive Transformer for Vehicle Re-identification Fei Shen Yi Xie Jianqing Zhu Xiaobin Zhu Huanqiang Zeng ViT 115 114 0 12 Jul 2021
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Bingzhi Chen Yishu Liu Zheng Zhang Guangming Lu A. W. Kong MedIm ViT 159 223 0 12 Jul 2021