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
ECPC-IDS:A benchmark endometrail cancer PET/CT image dataset for evaluation of semantic segmentation and detection of hypermetabolic regions Dechao Tang Tianming Du Deguo Ma Zhiyuan Ma Hongzan Sun M. Grzegorzek Huiyan Jiang Chen Li 43 2 0 16 Aug 2023
CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation Han-Di Zhang Wei-Ting Guo Chenyang Qiu Shouhong Wan Bingbing Zou Wanqin Wang Peiquan Jin 15 4 0 16 Aug 2023
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model Babak Azad A. Abdalla Kwanghee Won A. M. Nafchi MedIm 30 2 0 07 Aug 2023
Adaptive Semi-Supervised Segmentation of Brain Vessels with Ambiguous Labels Fengming Lin Yan Xia Nishant Ravikumar Qiongyao Liu Michael MacRaild Alejandro F Frangi 26 4 0 07 Aug 2023
Ensemble Learning with Residual Transformer for Brain Tumor Segmentation Lanhong Yao Zheyu Zhang Ulas Bagci ViT MedIm 56 1 0 31 Jul 2023
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image Segmentation Liang Xu Mingxi Chen Yiyu Cheng Pengfei Shao Shuwei Shen Peng Yao Ronald X. Xu ViT 32 0 0 27 Jul 2023
Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Model Dayang Wang Srivathsa Pasumarthi Greg Zaharchuk R. Chamberlain MedIm 26 1 0 22 Jul 2023
TransNuSeg: A Lightweight Multi-Task Transformer for Nuclei Segmentation Zhen-Peng He Mathias Unberath Jing Ke Yiqing Shen ViT MedIm 17 18 0 16 Jul 2023
HEAL-SWIN: A Vision Transformer On The Sphere Oscar Carlsson Jan E. Gerken H. Linander Heiner Spiess F. Ohlsson Christoffer Petersson Daniel Persson ViT MedIm 29 6 0 14 Jul 2023
H-DenseFormer: An Efficient Hybrid Densely Connected Transformer for Multimodal Tumor Segmentation Jun Shi Hongyu Kan Shulan Ruan Ziqi Zhu Minfan Zhao Liang Qiao Zhaohui Wang Hong An Xudong Xue ViT MedIm 18 6 0 04 Jul 2023
Single-Image-Based Deep Learning for Segmentation of Early Esophageal Cancer Lesions Haipeng Li Di Liu Yunzhi Zeng Shuaicheng Liu Tao Gan N. Rao Jin-lin Yang Bing Zeng 26 6 0 09 Jun 2023
Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction Ali Jamali Swalpa Kumar Roy Jonathan Li Pedram Ghamisi 32 4 0 08 Jun 2023
NexToU: Efficient Topology-Aware U-Net for Medical Image Segmentation P. Shi Xutao Guo Yanwu Yang Chenfei Ye H. T. Ma 30 5 0 25 May 2023
AutoPaint: A Self-Inpainting Method for Unsupervised Anomaly Detection M. Astaraki F. Benetti Yousef Yeganeh I. Toma-Dasu Orjan Smedby Chunliang Wang Nassir Navab T. Wendler 20 6 0 21 May 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 47 14 0 15 May 2023
A Comprehensive Survey on Segment Anything Model for Vision and Beyond Chunhui Zhang Li Liu Yawen Cui Guanjie Huang Weilin Lin Yiqian Yang Yuehong Hu VLM 43 90 0 14 May 2023
Degradation-Noise-Aware Deep Unfolding Transformer for Hyperspectral Image Denoising Haijin Zeng Jingyun Liang Kai Feng Shaoguang Huang Hongyan Zhang H. Luong Wilfried Philips ViT 42 6 0 06 May 2023
FUSegNet: A Deep Convolutional Neural Network for Foot Ulcer Segmentation M. K. Dhar Taiyu Zhang Yash J. Patel Sandeep Gopalakrishnan Zeyun Yu MedIm FedML 25 20 0 04 May 2023
LCAUnet: A skin lesion segmentation network with enhanced edge and body fusion Qisen Ma Keming Mao Gao Wang Lisheng Xu Yuhai Zhao 30 2 0 01 May 2023
Detection of Pavement Cracks by Deep Learning Models of Transformer and UNet Yu Zhang Lin Zhang UQCV MedIm ViT 45 10 0 25 Apr 2023
SwinFSR: Stereo Image Super-Resolution using SwinIR and Frequency Domain Knowledge Ke-Jia Chen Liangyan Li Huan Liu Yunzhe Li Congling Tang Jun Chen 34 14 0 25 Apr 2023
Complex Mixer for MedMNIST Classification Decathlon Zhuoran Zheng Xiuyi Jia 32 7 0 20 Apr 2023
DarSwin: Distortion Aware Radial Swin Transformer Akshay Athwale Ichrak Shili Émile Bergeron Arman Afrasiyabi Justin Lague Ola Ahmad Jean-François Lalonde 32 6 0 19 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 34 2 0 10 Apr 2023
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm ViT 24 44 0 29 Mar 2023
Local Contrastive Learning for Medical Image Recognition S. A. Rizvi Ruixiang Tang X. Jiang X. Ma X. Hu 33 6 0 24 Mar 2023
MSFA-Frequency-Aware Transformer for Hyperspectral Images Demosaicing Haijin Zeng Kai Feng Shaoguang Huang Jingyun Liang Yongyong Chen Hongyan Zhang H. Luong Wilfried Philips 23 1 0 23 Mar 2023
The Multiscale Surface Vision Transformer Simon Dahan Logan Z. J. Williams Daniel Rueckert E. C. Robinson MedIm ViT 10 2 0 21 Mar 2023
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Saikat Roy Gregor Koehler Constantin Ulrich Michael Baumgartner Jens Petersen Fabian Isensee Paul F. Jaeger Klaus Maier-Hein ViT MedIm 35 138 0 17 Mar 2023
Coarse-to-Fine Covid-19 Segmentation via Vision-Language Alignment Dandan Shan Zihan Li Wentao Chen Qingde Li Jie Tian Qingqi Hong 19 8 0 01 Mar 2023
DECOR-NET: A COVID-19 Lung Infection Segmentation Network Improved by Emphasizing Low-level Features and Decorrelating Features Jiesi Hu Yanwu Yang Xutao Guo Tingxia Ma 12 2 0 28 Feb 2023
Bridging Synthetic and Real Images: a Transferable and Multiple Consistency aided Fundus Image Enhancement Framework Erjian Guo Huazhu Fu Luping Zhou Dong Xu MedIm 35 11 0 23 Feb 2023
Human MotionFormer: Transferring Human Motions with Vision Transformers Hongyu Liu Xintong Han Chengbin Jin Lihui Qian Huawei Wei ... Faqiang Wang Haoye Dong Yibing Song Jia Xu Qifeng Chen 16 11 0 22 Feb 2023
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning Jin Zhu Guang Yang Pietro Lio ViT MedIm 32 5 0 22 Feb 2023
STB-VMM: Swin Transformer Based Video Motion Magnification Ricard Lado-Roigé M. A. Pérez 18 13 0 20 Feb 2023
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation Yuhui Zhang Shihua Huang Zhengping Zhou M. Lungren Serena Yeung ViT MedIm 16 8 0 08 Feb 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 35 6 0 07 Feb 2023
FCB-SwinV2 Transformer for Polyp Segmentation Kerr Fitzgerald B. Matuszewski ViT MedIm 18 12 0 02 Feb 2023
An atrium segmentation network with location guidance and siamese adjustment Yu Xie Zhiyong Zhang Shaolong Chen Changzhen Qiu 3DPC MedIm 18 0 0 11 Jan 2023
SFI-Swin: Symmetric Face Inpainting with Swin Transformer by Distinctly Learning Face Components Distributions Mohammadreza Naderi Mohammad H. Givkashi N. Karimi S. Shirani S. Samavi CVBM 29 3 0 09 Jan 2023
Swin MAE: Masked Autoencoders for Small Datasets Zián Xu Yin Dai Fayu Liu Weibin Chen Yue Liu Li-Li Shi Sheng Liu Yuhang Zhou SyDa MedIm ViT 36 28 0 28 Dec 2022
Full Contextual Attention for Multi-resolution Transformers in Semantic Segmentation Loic Themyr Clément Rambour Nicolas Thome Toby Collins Alexandre Hostettler ViT 27 10 0 15 Dec 2022
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang Fahad Shahbaz Khan MedIm 40 130 0 08 Dec 2022
Reliable Joint Segmentation of Retinal Edema Lesions in OCT Images Meng Wang Kai-An Yu Chun-Mei Feng K. Zou Yanyu Xu Qingquan Meng Rick Siow Mong Goh Yong Liu Huazhu Fu MedIm 30 3 0 01 Dec 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 265 0 27 Nov 2022
DoubleU-NetPlus: A Novel Attention and Context Guided Dual U-Net with Multi-Scale Residual Feature Fusion Network for Semantic Segmentation of Medical Images Md. Rayhan Ahmed Adnan Ferdous Ashrafi R. Ahmed Swakkhar Shatabda A. Muzahidul Islam Salekul Islam SSeg 35 20 0 25 Nov 2022
Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation Yiyue Hu Lei Zhang Nan Mu Leijun Liu ViT MedIm 22 1 0 17 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 24 18 0 16 Nov 2022
SWIN-SFTNet : Spatial Feature Expansion and Aggregation using Swin Transformer For Whole Breast micro-mass segmentation Sharif Amit Kamran Khondker Fariha Hossain Alireza Tavakkoli G. Bebis Salah A. Baker ViT 19 4 0 16 Nov 2022
HeatViT: Hardware-Efficient Adaptive Token Pruning for Vision Transformers Peiyan Dong Mengshu Sun Alec Lu Yanyue Xie Li-Yu Daisy Liu ... Xin Meng Zechao Li Xue Lin Zhenman Fang Yanzhi Wang ViT 34 59 0 15 Nov 2022