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 / 201 papers shown

Title
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once Theodore Zhao Yu Gu Jianwei Yang Naoto Usuyama Ho Hin Lee ... B. Piening Carlo Bifulco Mu-Hsin Wei Hoifung Poon Sheng Wang MedIm 31 22 0 21 May 2024
Multi-scale Information Sharing and Selection Network with Boundary Attention for Polyp Segmentation Xiaolu Kang Zhuoqi Ma Kang Liu Yunan Li Qiguang Miao 42 3 0 18 May 2024
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images Fatema Tuj Johora Faria Mukaffi Bin Moin Pronay Debnath Asif Iftekher Fahim Faisal Muhammad Shah 20 1 0 12 May 2024
X-Diffusion: Generating Detailed 3D MRI Volumes From a Single Image Using Cross-Sectional Diffusion Models Emmanuelle Bourigault Abdullah Hamdi Amir Jamaludin MedIm 54 2 0 30 Apr 2024
Real Time Multi Organ Classification on Computed Tomography Images H. Yerebakan Y. Shinagawa Gerardo Hermosillo 59 1 0 29 Apr 2024
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging F. Bougourzi Fadi Dornaika Abdelmalik Taleb-Ahmed Vinh Truong Hoang MedIm ViT 39 2 0 28 Apr 2024
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention Zhenghong Li Jiaxiang Ren Wensheng Cheng C. Du Yingtian Pan Haibin Ling 50 0 0 26 Apr 2024
MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPs Zhihao Chen Yiyuan Ge Mamba 30 5 0 22 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 80 12 0 15 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 28 0 0 11 Apr 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 36 1 0 04 Apr 2024
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights Moein Heidari Reza Azad Sina Ghorbani Kolahi René Arimond Leon Niggemeier ... Afshin Bozorgpour Ehsan Khodapanah Aghdam A. Kazerouni I. Hacihaliloglu Dorit Merhof 43 7 0 28 Mar 2024
PECI-Net: Bolus segmentation from video fluoroscopic swallowing study images using preprocessing ensemble and cascaded inference Dougho Park Younghun Kim Harim Kang Junmyeoung Lee Jinyoung Choi Taeyeon Kim Sangeok Lee Seokil Son Minsol Kim Injung Kim 21 2 0 21 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 38 9 0 15 Mar 2024
Unsupervised Domain Adaptation for Brain Vessel Segmentation through Transwarp Contrastive Learning Fengming Lin Yan Xia Michael MacRaild Yash Deo Haoran Dou Qiongyao Liu Kun Wu Nishant Ravikumar Alejandro F. Frangi OOD 32 1 0 23 Feb 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie VLM MedIm 32 37 0 28 Dec 2023
ClassLIE: Structure- and Illumination-Adaptive Classification for Low-Light Image Enhancement Zixiang Wei Yiting Wang Lichao Sun Athanasios V. Vasilakos Lin Wang 36 0 0 20 Dec 2023
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention Hao Shao Quansheng Zeng Qibin Hou Jufeng Yang 51 13 0 14 Dec 2023
TULIP: Transformer for Upsampling of LiDAR Point Clouds Bin Yang Patrick Pfreundschuh Roland Siegwart Marco Hutter Peyman Moghadam Vaishakh Patil 3DPC 20 6 0 11 Dec 2023
Spectral-wise Implicit Neural Representation for Hyperspectral Image Reconstruction Huan Chen Wangcai Zhao Tingfa Xu Shiyun Zhou Peifu Liu Jianan Li 50 20 0 02 Dec 2023
A Recent Survey of Vision Transformers for Medical Image Segmentation Asifullah Khan Zunaira Rauf Abdul Rehman Khan Saima Rathore Dr. Saddam Hussain Khan ... Suleman Qamar Umme Hani Asif Faiza Babar Khan A. Majid Jeonghwan Gwak ViT MedIm 47 16 0 01 Dec 2023
Automated Measurement of Vascular Calcification in Femoral Endarterectomy Patients Using Deep Learning Alireza Bagheri Rajeoni Breanna Pederson Daniel G. Clair S. Lessner H. Valafar 16 6 0 27 Nov 2023
Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation Tao Wang Yuanbin Chen Xinlin Zhang Yuanbo Zhou Junlin Lan Bizhe Bai Tao Tan Min Du Qinquan Gao Tong Tong 24 0 0 17 Nov 2023
An Automated Pipeline for Tumour-Infiltrating Lymphocyte Scoring in Breast Cancer A. Shephard Mostafa Jahanifar Ruoyu Wang Muhammad Dawood Simon Graham K. Sidlauskas S. Khurram Nasir M. Rajpoot S. Raza 13 4 0 10 Nov 2023
CSAM: A 2.5D Cross-Slice Attention Module for Anisotropic Volumetric Medical Image Segmentation A. Hung Haoxin Zheng Kai Zhao Xiaoxi Du Kaifeng Pang Qi Miao Steven S. Raman D. Terzopoulos Kyunghyun Sung 3DPC 30 4 0 08 Nov 2023
A Deep Learning Approach to Teeth Segmentation and Orientation from Panoramic X-rays M. K. Dhar Mou Deb D. Madhab Zeyun Yu 25 1 0 26 Oct 2023
From Pointwise to Powerhouse: Initialising Neural Networks with Generative Models Christian Harder Moritz Fuchs Yuri Tolkach Anirban Mukhopadhyay 25 0 0 25 Oct 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 26 7 0 20 Oct 2023
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data Taehyo Kim Hai Shu Qiran Jia Mony de Leon 13 0 0 20 Oct 2023
Minimalist and High-Performance Semantic Segmentation with Plain Vision Transformers Yuanduo Hong Jue Wang Weichao Sun Huihui Pan VLM ViT 37 7 0 19 Oct 2023
Medical Image Segmentation via Sparse Coding Decoder Long Zeng Kaigui Wu MedIm 21 3 0 17 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Jieneng Chen Jieru Mei Xianhang Li Yongyi Lu Qihang Yu ... M. Lungren Lei Xing Le Lu Alan L. Yuille Yuyin Zhou MedIm ViT 33 36 0 11 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Ziling Lu Mengkang Lu Yong-quan Xia 26 4 0 26 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Yazhou Zhu Shidong Wang Tong Xin Zheng-Wei Zhang Haofeng Zhang 18 10 0 20 Sep 2023
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data Haoyuan Chen Yufei Han Pin Xu Yanyi Li Kuan Li Jianping Yin 26 0 0 07 Sep 2023
SAM3D: Segment Anything Model in Volumetric Medical Images Nhat-Tan Bui Dinh-Hieu Hoang Minh-Triet Tran Gianfranco Doretto Donald Adjeroh Brijesh Patel Arabinda Choudhary Ngan Le MedIm 31 39 0 07 Sep 2023
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 35 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 10 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 24 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 18 4 0 07 Aug 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 23 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
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 19 6 0 09 Jun 2023
Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction Ali Jamali S. K. Roy Jonathan Li Pedram Ghamisi 24 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 22 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 10 6 0 21 May 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 34 14 0 15 May 2023