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
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation Ali Hatamizadeh Ziyue Xu Dong Yang Wenqi Li H. Roth Daguang Xu ViT MedIm 91 29 0 01 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 81 21 0 30 Mar 2022
Target and Task specific Source-Free Domain Adaptive Image Segmentation VS Vibashan Jeya Maria Jose Valanarasu Vishal M. Patel OOD 71 19 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 96 49 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 79 63 0 29 Mar 2022
Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools Segmentation Ange Lou Kareem O. Tawfik X. Yao Ziteng Liu J. Noble 106 39 0 29 Mar 2022
A General Survey on Attention Mechanisms in Deep Learning Gianni Brauwers Flavius Frasincar 104 334 0 27 Mar 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review Yuting Yang Licheng Jiao Xuantong Liu Fan Liu Shuyuan Yang Zhixi Feng Xu Tang ViT MedIm 118 28 0 24 Mar 2022
AnoViT: Unsupervised Anomaly Detection and Localization with Vision Transformer-based Encoder-Decoder Yunseung Lee Pilsung Kang ViT 88 77 0 21 Mar 2022
GroupTransNet: Group Transformer Network for RGB-D Salient Object Detection Xian Fang Jin-lei Zhu Xiuli Shao Hongpeng Wang ViT 79 14 0 21 Mar 2022
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers Ding Liu Yunhe Gao Qilong Zhangli Ligong Han Xiaoxiao He ... Song Wen Qi Chang Zhennan Yan Mu Zhou Dimitris N. Metaxas MedIm 110 33 0 21 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 57 4 0 20 Mar 2022
SepTr: Separable Transformer for Audio Spectrogram Processing Nicolae-Cătălin Ristea Radu Tudor Ionescu Fahad Shahbaz Khan ViT 96 32 0 17 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 37 1 0 17 Mar 2022
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation Wen Zou Muyi Sun 81 18 0 16 Mar 2022
PC-SwinMorph: Patch Representation for Unsupervised Medical Image Registration and Segmentation Lihao Liu Zhening Huang Pietro Lio Carola-Bibiane Schönlieb Angelica I. Aviles-Rivero 78 16 0 10 Mar 2022
On-the-Fly Test-time Adaptation for Medical Image Segmentation Jeya Maria Jose Valanarasu Pengfei Guo VS Vibashan Vishal M. Patel OOD 65 30 0 10 Mar 2022
Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation Lei Zhou Huidong Liu Joseph Bae Junjun He Dimitris Samaras Prateek Prasanna MedIm ViT 71 70 0 10 Mar 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 78 520 0 09 Mar 2022
PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image Segmentation Wentao Liu Tong Tian Weijing Xu Huihua Yang Xipeng Pan Songlin Yan Lemeng Wang ViT MedIm 69 54 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 29 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 129 86 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 98 104 0 04 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 158 51 0 03 Mar 2022
Contextual Attention Network: Transformer Meets U-Net Reza Azad Moein Heidari Yuli Wu Dorit Merhof ViT MedIm 69 77 0 02 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 133 72 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 62 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 112 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 79 38 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 132 276 0 24 Feb 2022
A Transformer-based Network for Deformable Medical Image Registration Yibo Wang W. Qian Xuming Zhang ViT MedIm 30 10 0 24 Feb 2022
When Transformer Meets Robotic Grasping: Exploits Context for Efficient Grasp Detection Shaochen Wang Zhangli Zhou Z. Kan ViT 113 77 0 24 Feb 2022
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 102 1 0 13 Feb 2022
AA-TransUNet: Attention Augmented TransUNet For Nowcasting Tasks Yimin Yang S. Mehrkanoon ViT AI4TS 91 42 0 10 Feb 2022
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation Qing Xu Zhicheng Ma Nana He Wenting Duan SSeg OOD 98 245 0 02 Feb 2022
TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images Jiangyun Li Wenxuan Wang Chen Chen Tianxiang Zhang Sen Zha Jing Wang Hong Yu ViT MedIm 124 25 0 30 Jan 2022
Generalised Image Outpainting with U-Transformer Penglei Gao Xi Yang Rui Zhang John Y. Goulermas Yujie Geng Yuyao Yan Kaizhu Huang ViT 88 17 0 27 Jan 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 43 28 0 26 Jan 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat Fahad Shahbaz Khan Huazhu Fu ViT LM&MA MedIm 195 709 0 24 Jan 2022
Improving Across-Dataset Brain Tissue Segmentation Using Transformer Vishwanatha M. Rao Zihang Wan Soroush Arabshahi David J. Ma Pin-Yu Lee Ye Tian Xuzhe Zhang Andrew F. Laine Jia Guo ViT MedIm 53 13 0 21 Jan 2022
Automatic Segmentation of Head and Neck Tumor: How Powerful Transformers Are? I. Sobirov Otabek Nazarov Hussain Alasmawi Mohammad Yaqub ViT MedIm 47 11 0 17 Jan 2022
ViTBIS: Vision Transformer for Biomedical Image Segmentation Abhinav Sagar ViT MedIm 101 20 0 15 Jan 2022
Swin Transformer coupling CNNs Makes Strong Contextual Encoders for VHR Image Road Extraction Tao Chen Yiran Liu Haoyu Jiang Ruirui Li ViT 36 0 0 10 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 160 1,156 0 04 Jan 2022
D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation YiXuan Wu Kuan-Yu Liao Jintai Chen Jinhong Wang Benlin Liu Honghao Gao Jian Wu ViT MedIm 97 118 0 03 Jan 2022
Recurrent Feature Propagation and Edge Skip-Connections for Automatic Abdominal Organ Segmentation Zefan Yang Di Lin Dong Ni Yi Wang MedIm 64 7 0 02 Jan 2022
Generalized Wasserstein Dice Loss, Test-time Augmentation, and Transformers for the BraTS 2021 challenge Lucas Fidon Suprosanna Shit Ivan Ezhov Johannes C. Paetzold Sébastien Ourselin Tom Vercauteren ViT MedIm 64 9 0 24 Dec 2021
Deep ensembles in bioimage segmentation L. Nanni Daniela Cuza A. Lumini Andrea Loreggia S. Brahnam SSeg 78 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 78 65 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 116 38 0 21 Dec 2021