Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation

12 May 2021

Papers citing "Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation"

33 / 233 papers shown

Title
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 38 483 0 09 Mar 2022
Characterizing Renal Structures with 3D Block Aggregate Transformers Xin Yu Yucheng Tang Yinchi Zhou Riqiang Gao Qi Yang ... Yuankai Huo Zhoubing Xu Thomas A. Lasko R. Abramson Bennett A. Landman MedIm ViT 32 3 0 04 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 28 45 0 03 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 26 68 0 28 Feb 2022
SUNet: Swin Transformer UNet for Image Denoising Chi-Mao Fan Tsung-Jung Liu Kuan-Hsien Liu ViT 39 112 0 28 Feb 2022
CTformer: Convolution-free Token2Token Dilated Vision Transformer for Low-dose CT Denoising Dayang Wang Fenglei Fan Zhan Wu R. Liu Fei Wang Hengyong Yu ViT MedIm 35 122 0 28 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 28 35 0 24 Feb 2022
Image-to-Image MLP-mixer for Image Reconstruction Youssef Mansour Kang Lin Reinhard Heckel SupR 31 15 0 04 Feb 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 19 26 0 26 Jan 2022
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical Benchmark Zhuo Deng Yuanhao Cai Lu Chen Zheng Gong Qiqi Bao Xue Yao D. Fang Shaochong Zhang Lan Ma ViT MedIm 36 53 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 49 37 0 21 Dec 2021
Hformer: Hybrid CNN-Transformer for Fringe Order Prediction in Phase Unwrapping of Fringe Projection Xinjun Zhu Zhiqiang Han Mengkai Yuan Qinghua Guo Hongyi Wang 22 4 0 13 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 42 517 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 22 123 0 26 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 30 244 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 92 30 0 05 Nov 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 23 4 0 28 Oct 2021
PL-Net: Progressive Learning Network for Medical Image Segmentation Junlong Cheng Chengrui Gao Chaoqing Wang Zhang Ming Yong-Liang Yang Min Zhu SSeg 26 1 0 27 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 29 128 0 20 Oct 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 43 624 0 18 Sep 2021
Semi-Supervised Wide-Angle Portraits Correction by Multi-Scale Transformer Fushun Zhu Shan Zhao Peng Wang Hao Wang Hua Yan Shuaicheng Liu ViT 17 16 0 14 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 129 708 0 09 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 27 307 0 07 Sep 2021
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation Cam-Ngoan Nguyen Zuhayr Asad Yuankai Huo ViT MedIm 24 35 0 26 Aug 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Kaicheng Zhang Luc Van Gool Radu Timofte ViT 77 2,818 0 23 Aug 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 76 96 0 12 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 32 144 0 09 Jul 2021
TED-net: Convolution-free T2T Vision Transformer-based Encoder-decoder Dilation network for Low-dose CT Denoising Dayang Wang Zhan Wu Hengyong Yu ViT MedIm 19 53 0 08 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 18 572 0 27 May 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 301 1,524 0 27 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 316 3,625 0 24 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 892 0 16 Feb 2021
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 33 544 0 28 Sep 2020