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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LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data Antony Sikorski Michael Ivanitskiy Nathan Lenssen Douglas Nychka Daniel McKenzie DiffM 670 0 0 14 May 2025
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI Lei Su 212 0 0 13 May 2025
Dynamic Snake Upsampling Operater and Boundary-Skeleton Weighted Loss for Tubular Structure Segmentation Yiqi Chen Ganghai Huang Sheng Zhang Jianglin Dai 503 0 0 13 May 2025
Causal Prompt Calibration Guided Segment Anything Model for Open-Vocabulary Multi-Entity Segmentation Wenwen Qiang Jianqi Zhang Jingyao Wang Changwen Zheng VLM 325 0 0 10 May 2025
DFEN: Dual Feature Equalization Network for Medical Image Segmentation Jianjian Yin Yi Chen Chong Li Zhichao Zheng Yanhui Gu Junsheng Zhou MedIm 196 0 0 09 May 2025
ADNP-15: An Open-Source Histopathological Dataset for Neuritic Plaque Segmentation in Human Brain Whole Slide Images with Frequency Domain Image Enhancement for Stain NormalizationIRBM (IRBM), 2025 Chenxi Zhao Jianqiang Li Qing Zhao Jing Bai S. Boluda Benoît Delatour L. Stimmer Daniel Racoceanu Gabriel Jimenez Guanghui Fu 194 0 0 08 May 2025
OWT: A Foundational Organ-Wise Tokenization Framework for Medical Imaging Sifan Song Siyeop Yoon Pengfei Jin Sekeun Kim Matthew Tivnan ... Zhiliang Lyu Dufan Wu Ning Guo Xiang Li Quanzheng Li OOD ViT 229 0 0 08 May 2025
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi Lin Dong Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 188 6 0 06 May 2025
Reinforced Correlation Between Vision and Language for Precise Medical AI Assistant Haonan Wang Jiaji Mao Lehan Wang Qixiang Zhang Marawan Elbatel ... Weifeng Qin Haoyang Li Jialin Liang Jun Shen Xiaomeng Li MedIm 281 1 0 06 May 2025
DCS-ST for Classification of Breast Cancer Histopathology Images with Limited AnnotationsApplied Sciences (AS), 2025 Liu Suxing Byungwon Min 393 0 0 06 May 2025
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification Ting Yu Tsai An Yu Meghana Spurthi Maadugundu Ishrat Jahan Mohima Umme Habiba Barsha Mei-Hwa F. Chen Balakrishnan Prabhakaran Ming-Ching Chang 239 2 0 05 May 2025
Vision Transformers in Precision Agriculture: A Comprehensive Survey Saber Mehdipour Seyed Abolghasem Mirroshandel Seyed Amirhossein Tabatabaei 339 10 0 30 Apr 2025
$RadioFormer: A Multiple-Granularity Radio Map Estimation Transformer with 1\textpertenthousand Spatial Sampling$ RadioFormer: A Multiple-Granularity Radio Map Estimation Transformer with 1\textpertenthousand Spatial Sampling Zheng Fang Kangjun Liu Ke Chen Qingyu Liu Junxuan Zhang Lingyang Song Yaowei Wang 225 1 0 27 Apr 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token PruningJournal of systems architecture (JSA), 2025 Yuanbing Ouyang Yizhuo Liang Qingpeng Li Xinfei Guo Yiming Luo Di Wu Hao Wang Yushan Pan ViT VLM 242 0 0 25 Apr 2025
Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Zihan Cheng Jintao Guo Junxuan Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 204 12 0 24 Apr 2025
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion EnhancementPattern Analysis and Applications (PAA), 2025 Yihao Ouyang Xunheng Kuang Mengjia Xiong Zhida Wang Yuanquan Wang 204 1 0 18 Apr 2025
Fighting Fires from Space: Leveraging Vision Transformers for Enhanced Wildfire Detection and Characterization Aman Agarwal James Gearon Raksha Rank Etienne Chenevert 140 0 0 18 Apr 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing Mehmet Yamaç Muhammad Numan Yousaf S. Kiranyaz Moncef Gabbouj 190 1 0 17 Apr 2025
TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation Kangbo Ma MedIm 166 1 0 16 Apr 2025
PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation Bo-Cheng Hu Ge-Peng Ji Dian Shao Deng-Ping Fan 197 3 0 15 Apr 2025
Bringing together invertible UNets with invertible attention modules for memory-efficient diffusion models Karan Jain Mohammad Nayeem Teli MedIm 146 0 0 15 Apr 2025
Deep Learning-based Bathymetry Retrieval without In-situ Depths using Remote Sensing Imagery and SfM-MVS DSMs with Data GapsIsprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2025 P. Agrafiotis Tim Siebert 101 10 0 15 Apr 2025
Global and Local Mamba Network for Multi-Modality Medical Image Super-Resolution Zexin Ji Beiji Zou Xiaoyan Kui S. Thureau S. Ruan Mamba MedIm 191 0 0 14 Apr 2025
IGL-DT: Iterative Global-Local Feature Learning with Dual-Teacher Semantic Segmentation Framework under Limited Annotation Scheme Dinh Dai Quan Tran Hoang-Thien Nguyen. Thanh-Huy Nguyen Thanh-Huy Nguyen Gia-Van To T. Nguyen Quan Nguyen 502 2 0 14 Apr 2025
Multi-Modal Brain Tumor Segmentation via 3D Multi-Scale Self-attention and Cross-attention Yonghao Huang Leiting Chen Chuan Zhou ViT MedIm 172 2 0 12 Apr 2025
PRAD: Periapical Radiograph Analysis Dataset and Benchmark Model DevelopmentInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Zhenhuan Zhou Yuchen Zhang Ruihong Xu Xuansen Zhao Tao Li MedIm 197 0 0 10 Apr 2025
MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs Jiawei Mao Yucheng Wang Yucheng Tang Daguang Xu Kang Wang Yang Yang Zongwei Zhou Yuyin Zhou MedIm 339 5 0 09 Apr 2025
HER-Seg: Holistically Efficient Segmentation for High-Resolution Medical Images Qing Xu Zhenye Lou Chenxin Li Xiangjian He Rong Qu Tesema Fiseha Berhanu Yi Wang Wenting Duan Daming Gao MedIm 193 0 0 08 Apr 2025
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 882 0 0 07 Apr 2025
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI ScanConference on Algebraic Informatics (AI), 2025 Mengyuan Liu Yixiao Chen Anning Tian Xinmeng Wu Mozhi Shen Tianchou Gong Jeongkyu Lee MedIm 173 1 0 05 Apr 2025
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation Chengxi Zeng Yuxuan Jiang Fan Zhang A. Gambaruto T. Burghardt MedIm 249 2 0 03 Apr 2025
STPNet: Scale-aware Text Prompt Network for Medical Image SegmentationIEEE Transactions on Image Processing (IEEE TIP), 2025 Dandan Shan Zihan Li Yunxiang Li Qingde Li Jie Tian Qingqi Hong MedIm 191 6 0 02 Apr 2025
DBF-UNet: A Two-Stage Framework for Carotid Artery Segmentation with Pseudo-Label Generation Haoxuan Li Wei song Aofan Liu Peiwu Qin 133 0 0 01 Apr 2025
Synergistic Bleeding Region and Point Detection in Laparoscopic Surgical Videos Jialun Pei Zhangjun Zhou Diandian Guo Zhixi Li Jing Qin Bo Du Pheng-Ann Heng 223 0 0 28 Mar 2025
VADMamba: Exploring State Space Models for Fast Video Anomaly Detection Jiahao Lyu Minghua Zhao Jing Hu Xuewen Huang Yifei Chen Shuangli Du Mamba 203 3 0 27 Mar 2025
Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast UltrasoundMedical Image Analysis (MedIA), 2025 Yuhao Huang Ao Chang Haoran Dou X. Tao Xinrui Zhou ... Ruobing Huang Alejandro F Frangi Lingyun Bao Xin Yang Dong Ni 468 4 0 26 Mar 2025
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation Shaolei Zhang Jinyan Liu Tianyi Qian Xuesong Li Mamba 219 1 0 25 Mar 2025
RP-SAM2: Refining Point Prompts for Stable Surgical Instrument Segmentation Nuren Zhaksylyk Ibrahim Almakky Jay N. Paranjape S. Vedula S. Sikder Vishal M. Patel Mohammad Yaqub 258 1 0 25 Mar 2025
GRN+: A Simplified Generative Reinforcement Network for Tissue Layer Analysis in 3D Ultrasound Images for Chronic Low-back PainJournal of Medical Imaging (JMI), 2025 Zixue Zeng Xiaoyan Zhao Matthew Cartier Xin Meng J. Pu MedIm 146 0 0 25 Mar 2025
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models Yuta Hirabayashi Daisuke Matsuoka DiffM 143 0 0 25 Mar 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Yitao Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 437 2 0 23 Mar 2025
Semi-supervised Cervical Segmentation on Ultrasound by A Dual Framework for Neural NetworksIEEE International Symposium on Biomedical Imaging (ISBI), 2025 Fangyijie Wang Kathleen M. Curran Guénolé Silvestre 198 0 0 21 Mar 2025
MM-UNet: Meta Mamba UNet for Medical Image Segmentation Bin Xie Yan Yan Gady Agam Mamba 239 0 0 21 Mar 2025
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal InterventionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Yaxiong Chen Minghong Wei Zixuan Zheng Jingliang Hu Yilei Shi Shengwu Xiong Xiao Xiang Zhu Lichao Mou MedIm 156 7 0 20 Mar 2025
Attentional Triple-Encoder Network in Spatiospectral Domains for Medical Image SegmentationConference on Algebraic Informatics (AI), 2025 Kristin Qi Xinhan Di MedIm 154 1 0 20 Mar 2025
Sequential Spatial-Temporal Network for Interpretable Automatic Ultrasonic Assessment of Fetal Head during laborIEEE International Symposium on Biomedical Imaging (ISBI), 2025 Jie Gan Zhuonan Liang Jianan Fan Lisa Mcguire Caterina Watson Jacqueline Spurway Jillian Clarke Weidong Cai 165 0 0 20 Mar 2025
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation Yumin Zhang Yan Gao Haoran Duan Hanqing Guo Tejal Shah R. Ranjan Bo Wei FedML 260 0 0 19 Mar 2025
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 188 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 161 2 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 182 2 0 16 Mar 2025