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

12 May 2021

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

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Title
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation Zanting Ye Xiaolong Niu Xuanbin Wu Wenxiang Yi Yuan Chang Lijun Lu 200 0 0 19 Mar 2025
Comparative and Interpretative Analysis of CNN and Transformer Models in Predicting Wildfire Spread Using Remote Sensing DataJournal of Geophysical Research (JGR), 2025 Yihang Zhou Ruige Kong Zhengsen Xu Linlin Xu Sibo Cheng 181 3 0 18 Mar 2025
AI-Powered Automated Model Construction for Patient-Specific CFD Simulations of Aortic FlowsScience Advances (Sci Adv), 2025 P. Du Delin An Chaoli Wang Jian-Xun Wang MedIm AI4CE 198 2 0 16 Mar 2025
Minuscule Cell Detection in AS-OCT Images with Progressive Field-of-View FocusingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Boyu Chen A. L. Solebo Daqian Shi Jinge Wu Paul Taylor 258 0 0 15 Mar 2025
Remote Photoplethysmography in Real-World and Extreme Lighting ScenariosComputer Vision and Pattern Recognition (CVPR), 2025 Hang Shao Lei Luo Jianjun Qian Mengkai Yan Shuo Chen Jian Yang 178 1 0 14 Mar 2025
Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification Rajiv Krishnakumar Julien Baglio Frederik F. Flöther Christian Ruiz Stefan Habringer Nicole H. Romano MedIm 138 0 0 13 Mar 2025
Towards All-in-One Medical Image Re-IdentificationComputer Vision and Pattern Recognition (CVPR), 2025 Yuan Tian Kaiyuan Ji Rongzhao Zhang Yankai Jiang Chunyi Li Xiaosong Wang Guoquan Zheng VLM 251 4 0 11 Mar 2025
Ev-Layout: A Large-scale Event-based Multi-modal Dataset for Indoor Layout Estimation and Tracking Xucheng Guo Yiran Shen Xiaofang Xiao Yuanfeng Zhou Lin Wang 3DV 3DPC MDE 222 0 0 11 Mar 2025
A Deep Learning Architecture for Land Cover Mapping Using Spatio-Temporal Sentinel-1 FeaturesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE J-STARS), 2025 Luigi Russo Antonietta Sorriso Silvia Liberata Ullo Paolo Gamba 147 3 0 10 Mar 2025
CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models Wei Dai Peilin Chen Malinda Lu Daniel Li Haowen Wei Hejie Cui Paul Pu Liang LM&MA 311 11 0 09 Mar 2025
Pathology-Guided AI System for Accurate Segmentation and Diagnosis of Cervical SpondylosisIEEE journal of biomedical and health informatics (JBHI), 2025 Qi Zhang Xiuyuan Chen Ziyi He Lianming Wu Kun Wang Jianqi Sun Hongxing Shen 261 0 0 08 Mar 2025
PathoPainter: Augmenting Histopathology Segmentation via Tumor-aware InpaintingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Hong Liu Haosen Yang Evi M. C. Huijben Mark Schuiveling Ruisheng Su J. Pluim M. Veta MedIm 274 2 0 06 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion SegmentationScientific Reports (Sci Rep), 2025 Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 432 1 0 05 Mar 2025
Catheter Detection and Segmentation in X-ray Images via Multi-task LearningInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2025 Lin Xi Yingliang Ma Ethan Koland Sandra Howell Aldo Rinaldi Kawal S. Rhode 220 1 0 04 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Hyunjin Park Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 237 9 0 03 Mar 2025
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning Luyi Qiu Tristan Till Xiaobao Guo A. Kong Mamba 197 1 0 03 Mar 2025
Autoregressive Medical Image Segmentation via Next-Scale Mask PredictionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Tao Chen Chenhui Wang Zhihao Chen Hongming Shan MedIm 187 1 0 28 Feb 2025
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality Losses Jianning Chi Zelan Li Geng Lin MingYang Sun Xiaosheng Yu 421 0 0 27 Feb 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Jian Shu Weibo Ma Qing Chang VLM MedIm 339 5 0 24 Feb 2025
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2024 Qihang Xie Mengguo Guo Lei Mou Dan Zhang Da Chen Caifeng Shan Yitian Zhao Ruisheng Su Jiong Zhang 288 6 0 21 Feb 2025
Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans Haishan Huang Pengchen Liang Naier Lin Luxi Wang Bin Pu Jianguo Chen Qing Chang Xia Shen Guo Ran Mamba 242 0 0 21 Feb 2025
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image SegmentationNeural Information Processing Systems (NeurIPS), 2023 Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy Decebal Constantin Mocanu M. V. Keulen Elena Mocanu MedIm 313 14 0 20 Feb 2025
Universal Lesion Segmentation Challenge 2023: A Comparative Research of Different Algorithms Kaiwen Shi Yifei Li Binh Ho Jovian Wang Kobe Guo OOD 106 1 0 14 Feb 2025
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?IEEE International Symposium on Biomedical Imaging (ISBI), 2025 Abhishek Srivastava Koushik Biswas Gorkem Durak Gulsah Ozden Mustafa Adli Ulas Bagci Mamba 3DV 200 0 0 10 Feb 2025
L2GNet: Optimal Local-to-Global Representation of Anatomical Structures for Generalized Medical Image Segmentation Vandan Gorade Sparsh Mittal N. Dasu Rekha Singhal KC Santosh Debesh Jha 163 0 0 06 Feb 2025
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation Bin Xie Hao Tang Dawen Cai Yan Yan Gady Agam MedIm VLM 570 9 0 02 Feb 2025
FedEFM: Federated Endovascular Foundation Model with Unseen DataIEEE International Conference on Robotics and Automation (ICRA), 2025 Tuong Khanh Long Do Nghia Vu Tudor Jianu Baoru Huang M. Vu Jionglong Su Erman Tjiputra Quang-Dieu Tran Te-Chuan Chiu Anh Nguyen 198 3 0 28 Jan 2025
LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical ImagesIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Yujie Ding Shenghua Teng Zuoyong Li Xiao Chen SSeg 221 0 0 27 Jan 2025
Rethinking Encoder-Decoder Flow Through Shared StructuresIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Frederik Laboyrie M. K. Yucel Albert Saà-Garriga AI4CE 236 0 0 24 Jan 2025
GAMED-Snake: Gradient-aware Adaptive Momentum Evolution Deep Snake Model for Multi-organ Segmentation Ruicheng Zhang Haowei Guo Zeyu Zhang Puxin Yan Shen Zhao 365 9 0 22 Jan 2025
Towards Accurate Unified Anomaly SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Wenxin Ma Qingsong Yao Xiang Zhang Zhelong Huang Zihang Jiang S. Kevin Zhou 348 11 0 21 Jan 2025
MSV-Mamba: A Multiscale Vision Mamba Network for Echocardiography SegmentationIEEE Transactions on Computational Social Systems (IEEE TCSS), 2025 Xiaoxian Yang Qi Wang Kaiqi Zhang Ke Wei Jun Lyu Lingchao Chen Mamba 112 5 0 13 Jan 2025
Flemme: A Flexible and Modular Learning Platform for Medical ImagesIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Guoqing Zhang Jingyun Yang Yang Li MedIm 227 2 0 08 Jan 2025
PARF-Net: integrating pixel-wise adaptive receptive fields into hybrid Transformer-CNN network for medical image segmentation Xu Ma Mengsheng Chen Junhui Zhang Lijuan Song Fang Du Zhenhua Yu ViT MedIm 306 0 0 06 Jan 2025
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image SegmentationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2025 Niloufar Eghbali H. Bagher-Ebadian Tuka Alhanai M. Ghassemi MedIm ViT 196 2 0 06 Jan 2025
Merging Context Clustering with Visual State Space Models for Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Yun Zhu Dong Zhang Yi Lin Yifei Feng Jinhui Tang Mamba 247 16 0 03 Jan 2025
OCTAMamba: A State-Space Model Approach for Precision OCTA Vasculature SegmentationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Shun Zou Zhuo Zhang Guangwei Gao Mamba 497 4 0 03 Jan 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency RegularizationIEEE Transactions on Medical Imaging (IEEE TMI), 2024 Zijie Fang Yifeng Wang Peizhang Xie Zhi Wang Yongbing Zhang 441 5 0 31 Dec 2024
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image SegmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Sucheng Ren Xiaomeng Li MedIm 253 11 0 16 Dec 2024
Detecting Daily Living Gait Amid Huntington's Disease Chorea using a Foundation Deep Learning Model Dafna Schwartz Lori Quinn Nora E. Fritz Lisa M. Muratori Jeffery M. Hausdorff Ran Gilad Bachrach 221 0 0 15 Dec 2024
HES-UNet: A U-Net for Hepatic Echinococcosis Lesion Segmentation Jiayan Chen Kai Li Zhanjin Wang Zhan Wang Jianqiang Huang 196 2 0 09 Dec 2024
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the DecoderInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Quansong He Xiaojun Yao Jun Wu Zhang Yi Tao He 222 6 0 09 Dec 2024
A4-Unet: Deformable Multi-Scale Attention Network for Brain Tumor SegmentationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024 Ruoxin Wang Tianyi Tang Haiming Du Yuxuan Cheng Yu Wang Lingjie Yang Xiaohui Duan Yunfang Yu Yu Zhou Donglong Chen 296 1 0 08 Dec 2024
Self-Supervised Learning with Probabilistic Density Labeling for Rainfall Probability EstimationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Junha Lee Sojung An Sujeong You Namik Cho 237 0 0 08 Dec 2024
EchoONE: Segmenting Multiple echocardiography Planes in One ModelComputer Vision and Pattern Recognition (CVPR), 2024 Jiongtong Hu Wei Zhuo Jun Cheng Yingying Liu Wufeng Xue Dong Ni 503 4 0 04 Dec 2024
MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation Thi-Nhu-Quynh Nguyen Quang-Huy Ho Duy-Thai Nguyen Hoang-Minh-Quang Le Van-Truong Pham Thi-Thao Tran Mamba 193 5 0 02 Dec 2024
TSUBF-Net: Trans-Spatial UNet-like Network with Bi-direction Fusion for Segmentation of Adenoid Hypertrophy in CT Rulin Zhou Yingjie Feng Guankun Wang Xiaopin Zhong Zongze Wu Qiang Wu Xi Zhang MedIm 156 1 0 01 Dec 2024
J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image SegmentationInternational Conference on Information Photonics (ICIP), 2024 Marzia Binta Nizam Marian Zlateva James Davis MedIm 199 0 0 25 Nov 2024
Solaris: A Foundation Model of the Sun Harris Abdul Majid Pietro Sittoni Francesco Tudisco 158 4 0 25 Nov 2024
SPA: Efficient User-Preference Alignment against Uncertainty in Medical Image Segmentation Jiayuan Zhu Junde Wu Cheng Ouyang Konstantinos Kamnitsas Alison Noble 278 1 0 23 Nov 2024