UNETR: Transformers for 3D Medical Image Segmentation

18 March 2021

Andriy Myronenko

Papers citing "UNETR: Transformers for 3D Medical Image Segmentation"

38 / 588 papers shown

Title
SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation Quan-Dung Pham Hai Nguyen-Truong N. N. Phuong Khoa N. A. Nguyen ViT MedIm 14 19 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 25 11 0 17 Jan 2022
ViTBIS: Vision Transformer for Biomedical Image Segmentation Abhinav Sagar ViT MedIm 9 18 0 15 Jan 2022
Advancing 3D Medical Image Analysis with Variable Dimension Transform based Supervised 3D Pre-training Shu Zhen Zhang Zihao Li Hong-Yu Zhou Jiechao Ma Yizhou Yu 27 11 0 05 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 17 1,054 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 D. Z. Chen Honghao Gao Jian Wu ViT MedIm 16 106 0 03 Jan 2022
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 38 37 0 21 Dec 2021
Incremental Cross-view Mutual Distillation for Self-supervised Medical CT Synthesis Chaowei Fang Liang Wang Dingwen Zhang Jun Xu Yixuan Yuan Junwei Han OOD 23 13 0 20 Dec 2021
UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier Yutong Xie Jianpeng Zhang Yong-quan Xia Qi Wu MedIm 66 63 0 17 Dec 2021
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels Sun-Beom Hong A. Bonkhoff Andrew Hoopes Martin Bretzner M. Schirmer A. Giese Adrian V. Dalca Polina Golland N. Rost UQCV 19 7 0 13 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 22 202 0 09 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 22 517 0 29 Nov 2021
A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation Himashi Peiris Munawar Hayat Zhaolin Chen Gary Egan Mehrtash Harandi ViT MedIm 14 123 0 26 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Yinghui Li Li Tao Dun Liang Haitao Zheng 79 96 0 07 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 84 29 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 19 124 0 03 Nov 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 19 127 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 F. Khan Radu Tudor Ionescu ViT MedIm 35 20 0 12 Oct 2021
Optimized U-Net for Brain Tumor Segmentation Michal Futrega Alexandre Milesi Michal Marcinkiewicz Pablo Ribalta SSeg 27 90 0 07 Oct 2021
BiTr-Unet: a CNN-Transformer Combined Network for MRI Brain Tumor Segmentation Qiran Jia Hai Shu ViT MedIm 90 69 0 25 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 87 174 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 121 708 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 15 15 0 08 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 24 306 0 07 Sep 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 68 96 0 12 Jul 2021
More than Encoder: Introducing Transformer Decoder to Upsample Yijiang Li Wentian Cai Ying Gao Chengming Li Xiping Hu ViT MedIm 27 51 0 20 Jun 2021
Semantic-Aware Contrastive Learning for Multi-object Medical Image Segmentation Ho Hin Lee Yucheng Tang Qi Yang Xin Yu Shunxing Bao L. Cai Lucas W. Remedios Bennett A. Landman Yuankai Huo 21 8 0 03 Jun 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 18 569 0 27 May 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 14 2,765 0 12 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 303 5,773 0 29 Apr 2021
TransMed: Transformers Advance Multi-modal Medical Image Classification Yin Dai Yifan Gao ViT MedIm 30 280 0 10 Mar 2021
GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging Sarthak Pati Siddhesh P. Thakur İbrahim Ethem Hamamcı Ujjwal Baid Bhakti Baheti ... D. Kontos Alexandros Karargyris Renato Umeton Peter Mattson Spyridon Bakas LM&MA MedIm 74 44 0 26 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 269 3,622 0 24 Feb 2021
LambdaNetworks: Modeling Long-Range Interactions Without Attention Irwan Bello 267 179 0 17 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 200 891 0 16 Feb 2021
Curriculum Learning: A Survey Petru Soviany Radu Tudor Ionescu Paolo Rota N. Sebe ODL 65 338 0 25 Jan 2021
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation Siyu Liu Weiqun Dai Craig B. Engstrom Jurgen Fripp Stuart Crozier Jason Dowling Shekhar S. Chandra 18 0 0 28 Jun 2020
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training Yingda Xia Fengze Liu D. Yang Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth 175 124 0 29 Nov 2018