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"

50 / 233 papers shown

Title
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 49 358 0 14 Nov 2022
WSC-Trans: A 3D network model for automatic multi-structural segmentation of temporal bone CT X. Hua Z. Du Hongjian Yu Ji-Xian Ma Fanjun Zheng Cheng Zhang Qiao-Ling Lu H Zhao MedIm 13 1 0 14 Nov 2022
RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora ViT MedIm 32 32 0 09 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 23 132 0 03 Nov 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 34 47 0 30 Oct 2022
A Survey on Causal Representation Learning and Future Work for Medical Image Analysis Chang-Tien Lu OOD BDL CML MedIm 26 0 0 28 Oct 2022
Single Image Super-Resolution Using Lightweight Networks Based on Swin Transformer Bolong Zhang Juan Chen Q. Wen ViT 41 1 0 20 Oct 2022
MGTUNet: An new UNet for colon nuclei instance segmentation and quantification Liangrui Pan Lian-min Wang Mingting Liu Zhujun Xu Liwen Xu Shaoliang Peng 29 2 0 20 Oct 2022
Swinv2-Imagen: Hierarchical Vision Transformer Diffusion Models for Text-to-Image Generation Rui Li Weihua Li Yi Yang Hanyu Wei Jianhua Jiang Quan-wei Bai DiffM 27 11 0 18 Oct 2022
Improved automated lesion segmentation in whole-body FDG/PET-CT via Test-Time Augmentation Sepideh Amiri Bulat Ibragimov OOD 11 2 0 14 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P. French Guoping Qiu Xin Chen ViT MedIm 38 6 0 13 Oct 2022
HiCo: Hierarchical Contrastive Learning for Ultrasound Video Model Pretraining Chunhui Zhang Yixiong Chen Li Liu Qiong Liu Xiaoping Zhou VLM 45 8 0 10 Oct 2022
Motion-inductive Self-supervised Object Discovery in Videos Shuangrui Ding Weidi Xie Yabo Chen Rui Qian Xiaopeng Zhang H. Xiong Q. Tian VOS 16 18 0 01 Oct 2022
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration Marcos V. Conde Ui-Jin Choi Maxime Burchi Radu Timofte ViT 59 135 0 22 Sep 2022
Hybrid Window Attention Based Transformer Architecture for Brain Tumor Segmentation Himashi Peiris Munawar Hayat Zhaolin Chen Gary Egan Mehrtash Harandi MedIm 29 4 0 16 Sep 2022
LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Images Shansi Zhang Nan Meng E. Lam ViT 47 20 0 06 Sep 2022
AutoPET Challenge: Combining nn-Unet with Swin UNETR Augmented by Maximum Intensity Projection Classifier Lars Heiliger Zdravko Marinov Max Hasin André Ferreira Jana Fragemann ... D. Kersting Victor Alves Rainer Stiefelhagen Jan Egger Jens Kleesiek 27 9 0 02 Sep 2022
Cats: Complementary CNN and Transformer Encoders for Segmentation Hao Li Dewei Hu Han Liu Jiacheng Wang I. Oguz ViT MedIm 26 22 0 24 Aug 2022
Shifted Windows Transformers for Medical Image Quality Assessment Caner Ozer Arda Güler A. Cansever D. Alis E. Karaarslan Ilkay Oksuz ViT MedIm 26 3 0 11 Aug 2022
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation Reza Azad Moein Heidari M. Shariatnia Ehsan Khodapanah Aghdam Sanaz Karimijafarbigloo Ehsan Adeli Dorit Merhof ViT MedIm 25 94 0 01 Aug 2022
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation Huimin Huang Shiao Xie Lanfen Lin Yutaro Iwamoto X. Han Yen-Wei Chen Ruofeng Tong ViT MedIm 27 45 0 29 Jul 2022
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model Reza Azad Mohammad T. Al-Antary Moein Heidari Dorit Merhof ViT MedIm 32 72 0 27 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari A. Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 25 178 0 18 Jul 2022
Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction Mevan Ekanayake Kamlesh Pawar Mehrtash Harandi Gary Egan Zhaolin Chen ViT MedIm 32 7 0 18 Jul 2022
Defect Transformer: An Efficient Hybrid Transformer Architecture for Surface Defect Detection Junpu Wang Guili Xu Fuju Yan Jinjin Wang Zhengsheng Wang ViT MedIm 28 66 0 17 Jul 2022
YOLO2U-Net: Detection-Guided 3D Instance Segmentation for Microscopy A. Ziabari Derek C. Rose A. Shirinifard D. Solecki 21 2 0 13 Jul 2022
MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Taodong Liao Y. Ye Erkang Chen Peng Chen ViT 28 51 0 12 Jul 2022
Efficient Lung Cancer Image Classification and Segmentation Algorithm Based on Improved Swin Transformer Ruinan Sun Yu Pang ViT MedIm 22 18 0 04 Jul 2022
Polarized Color Image Denoising using Pocoformer Zhuoxiao Li Hai-bo Jiang Yinqiang Zheng 29 3 0 01 Jul 2022
LViT: Language meets Vision Transformer in Medical Image Segmentation Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 67 134 0 29 Jun 2022
Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images Zián Xu Yin Dai Fayu Liu Siqi Li Shengmei Liu Li-Li Shi Jun Fu ViT MedIm 16 3 0 07 Jun 2022
Utility of Equivariant Message Passing in Cortical Mesh Segmentation Dániel Unyi F. Insalata Petar Velickovic Bálint Gyires-Tóth 22 0 0 07 Jun 2022
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object Detection Chao Zeng Sam Kwong ViT 32 25 0 07 Jun 2022
Dynamic Linear Transformer for 3D Biomedical Image Segmentation Zheyu Zhang Ulas Bagci ViT MedIm 28 12 0 01 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 39 82 0 01 Jun 2022
Do we really need temporal convolutions in action segmentation? Dazhao Du Bing-Huang Su Yu Li Zhongang Qi Hui Xiong Ying Shan ViT 29 16 0 26 May 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging Yuanhao Cai Jing Lin Haoqian Wang Xin Yuan Henghui Ding Yulun Zhang Radu Timofte Luc Van Gool 80 116 0 20 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 45 29 0 14 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 79 602 0 09 May 2022
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm Yuhan Xie Kexin Jiang Zhiyong Zhang Shaolong Chen Xiaodong Zhang Changzhen Qiu 33 1 0 07 May 2022
Application of belief functions to medical image segmentation: A review Ling Huang S. Ruan Thierry Denoeux EDL MedIm 27 30 0 03 May 2022
Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer Wu Yun Mengshi Qi Chuanming Wang Huiyuan Fu Huadong Ma ViT 13 6 0 30 Apr 2022
One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation Jiang Liu Srivathsa Pasumarthi B. Duffy Enhao Gong Keshav Datta Greg Zaharchuk ViT MedIm 19 55 0 28 Apr 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction Yuanhao Cai Jing Lin Zudi Lin Haoqian Wang Yulun Zhang Hanspeter Pfister Radu Timofte Luc Van Gool 19 171 0 17 Apr 2022
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical Volume Jianye Pang Cheng Jiang Yihao Chen Jianbo Chang M. Feng Renzhi Wang Jianhua Yao ViT MedIm 28 11 0 14 Apr 2022
An application of Pixel Interval Down-sampling (PID) for dense tiny microorganism counting on environmental microorganism images Jiawei Zhang N. Xu Chen Li M. Rahaman Yuhong Yao Yu-Hao Lin Jinghua Zhang Tao Jiang M. Grzegorzek Wenjun Qin 23 7 0 04 Apr 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review Yuting Yang Licheng Jiao Xuantong Liu F. Liu Shuyuan Yang Zhixi Feng Xu Tang ViT MedIm 27 28 0 24 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 33 50 0 15 Mar 2022
Efficient Long-Range Attention Network for Image Super-resolution Xindong Zhang Huiyu Zeng Shi Guo Lei Zhang ViT 19 277 0 13 Mar 2022
Joint CNN and Transformer Network via weakly supervised Learning for efficient crowd counting Fusen Wang Kai Liu Fei Long Nong Sang Xiaofeng Xia J. Sang ViT 40 19 0 12 Mar 2022