Title
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 147 41 0 02 Jun 2022
D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation YiXuan Wu Kuan-Yu Liao Jintai Chen Jinhong Wang Danny Chen Honghao Gao Jian Wu ViT MedIm 82 115 0 03 Jan 2022
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 133 536 0 29 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 76 252 0 08 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 80 129 0 20 Oct 2021
Boundary-aware Transformers for Skin Lesion Segmentation Jiacheng Wang Lan Wei Liansheng Wang Qichao Zhou Lei Zhu Jing Qin ViT MedIm 123 131 0 08 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 69 49 0 30 Sep 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 152 184 0 15 Sep 2021
Polyp-PVT: Polyp Segmentation with Pyramid Vision Transformers B. Dong Wenhai Wang Deng-Ping Fan Jinpeng Li Huazhu Fu Ling Shao ViT MedIm 79 326 0 16 Aug 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 152 220 0 12 Jul 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 117 100 0 12 Jul 2021
The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification Ujjwal Baid S. Ghodasara S. Mohan Michel Bilello Evan Calabrese ... M. Weber A. Mahajan Bjoern Menze Adam Flanders Spyridon Bakas 146 649 0 05 Jul 2021
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Ai-Jun Lin Bingzhi Chen Jiayu Xu Zheng Zhang Guangming Lu ViT MedIm 76 639 0 12 Jun 2021
Scaling Vision Transformers Xiaohua Zhai Alexander Kolesnikov N. Houlsby Lucas Beyer ViT 150 1,096 0 08 Jun 2021
Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding Zizhao Zhang Han Zhang Long Zhao Ting Chen Sercan O. Arik Tomas Pfister ViT 85 173 0 26 May 2021
Medical Image Segmentation Using Squeeze-and-Expansion Transformers Shaohua Li Xiuchao Sui Xiangde Luo Xinxing Xu Yong Liu Rick Siow Mong Goh ViT MedIm 73 168 0 20 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 143 2,931 0 12 May 2021
Self-Supervised Learning with Swin Transformers Zhenda Xie Yutong Lin Zhuliang Yao Zheng Zhang Qi Dai Yue Cao Han Hu ViT 87 183 0 10 May 2021
Pyramid Medical Transformer for Medical Image Segmentation Zhuangzhuang Zhang Weixiong Zhang ViT MedIm 51 49 0 29 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 472 21,656 0 25 Mar 2021
An Image is Worth 16x16 Words, What is a Video Worth? Gilad Sharir Asaf Noy Lihi Zelnik-Manor ViT 96 125 0 25 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 195 1,619 0 18 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 96 730 0 07 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 86 503 0 04 Mar 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 395 1,577 0 27 Feb 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 115 998 0 21 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 264 928 0 16 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 100 3,506 0 08 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 684 41,563 0 22 Oct 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 187 4,105 0 10 Apr 2020
Models Genesis Zongwei Zhou V. Sodha Jiaxuan Pang Michael B. Gotway Jianming Liang MedIm 69 32 0 09 Apr 2020
The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 Challenge N. Heller Fabian Isensee Klaus H. Maier-Hein X. Hou Chunmei Xie ... S. Peterson A. Kalapara N. Sathianathen Nikolaos Papanikolopoulos C. Weight 67 490 0 02 Dec 2019
On the Relationship between Self-Attention and Convolutional Layers Jean-Baptiste Cordonnier Andreas Loukas Martin Jaggi 121 535 0 08 Nov 2019
Local Relation Networks for Image Recognition Han Hu Zheng Zhang Zhenda Xie Stephen Lin FAtt 106 502 0 25 Apr 2019
3D Whole Brain Segmentation using Spatially Localized Atlas Network Tiles Yuankai Huo Zhoubing Xu Yunxi Xiong Katherine Aboud P. Parvathaneni Shunxing Bao Camilo Bermudez Susan M. Resnick L. Cutting Bennett A. Landman 91 251 0 28 Mar 2019
3D MRI brain tumor segmentation using autoencoder regularization Andriy Myronenko 103 1,054 0 27 Oct 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 107 6,185 0 18 Jul 2018
A multi-scale pyramid of 3D fully convolutional networks for abdominal multi-organ segmentation H. Roth Chen Shen H. Oda T. Sugino M. Oda Y. Hayashi K. Misawa K. Mori SSeg 76 83 0 06 Jun 2018
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation Zhuotun Zhu Yingda Xia Wei-Che Shen Elliot K. Fishman Alan Yuille 82 135 0 01 Dec 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 827 132,725 0 12 Jun 2017
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data Abhijit Guha Roy Sailesh Conjeti Debdoot Sheet A. Katouzian Nassir Navab Christian Wachinger 88 97 0 02 May 2017
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 187 3,715 0 27 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 437 10,548 0 21 Jul 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 219 6,564 0 21 Jun 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 357 10,204 0 16 Mar 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,520 0 18 May 2015