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
PathMamba: A Hybrid Mamba-Transformer for Topologically Coherent Road Segmentation in Satellite Imagery Jules Decaestecker Nicolas Vigne Mamba 258 0 0 26 Nov 2025
MedSAM3: Delving into Segment Anything with Medical Concepts Anglin Liu Rundong Xue Xu Cao Yifan Shen Yi Lu Xiang Li Qianqian Chen Jintai Chen MedIm VLM 176 0 0 24 Nov 2025
Leveraging Unlabeled Scans for NCCT Image Segmentation in Early Stroke Diagnosis: A Semi-Supervised GAN Approach Maria Thoma Michalis A. Savelonas Dimitris K. Iakovidis 40 0 0 24 Nov 2025
Shape-Adapting Gated Experts: Dynamic Expert Routing for Colonoscopic Lesion Segmentation Gia Huy Thai Hoang-Nguyen Vu Anh-Minh Phan Quang-Thinh Ly Tram Dinh T. Nguyen Nhat Ho MoE MedIm 247 0 0 23 Nov 2025
MaskMed: Decoupled Mask and Class Prediction for Medical Image Segmentation Bin Xie Gady Agam MedIm 267 0 0 19 Nov 2025
$R$^{2}$Seg: Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and Statistical Rejection$ R $^{2}$ Seg: Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and Statistical Rejection Shuaike Shen Ke Liu Jiaqing Xie Shangde Gao Chunhua Shen G. Liu Mireia Crispin-Ortuzar Shangqi Gao OOD 85 0 0 16 Nov 2025
MTMed3D: A Multi-Task Transformer-Based Model for 3D Medical Imaging Fan Li Arun Iyengar Lanyu Xu MedIm ViT 100 0 0 15 Nov 2025
EmbryoDiff: A Conditional Diffusion Framework with Multi-Focal Feature Fusion for Fine-Grained Embryo Developmental Stage RecognitionIEEE International Joint Conference on Neural Network (IJCNN), 2025 Yong Sun Zhengjie Zhang Junyu Shi Zhiyuan Zhang Lijiang Liu Qiang Nie 144 0 0 14 Nov 2025
MACMD: Multi-dilated Contextual Attention and Channel Mixer Decoding for Medical Image Segmentation Lalit Maurya Honghai Liu Reyer Zwiggelaar MedIm 80 0 0 08 Nov 2025
LG-NuSegHop: A Local-to-Global Self-Supervised Pipeline For Nuclei Instance Segmentation Vasileios Magoulianitis Catherine A. Alexander Jiaxin Yang C.-C. Jay Kuo 60 0 0 07 Nov 2025
Medical Referring Image Segmentation via Next-Token Mask Prediction Xinyu Chen Yiran Wang Gaoyang Pang Jiafu Hao Chentao Yue Luping Zhou Y. Li 187 0 0 07 Nov 2025
When Swin Transformer Meets KANs: An Improved Transformer Architecture for Medical Image Segmentation Nishchal Sapkota Haoyan Shi Yejia Zhang Xianshi Ma B. Zheng Danny Chen ViT MedIm 121 0 0 06 Nov 2025
Subsampled Randomized Fourier GaLore for Adapting Foundation Models in Depth-Driven Liver Landmark Segmentation Yun-Chen Lin Jiayuan Huang Hanyuan Zhang Sergi Kavtaradze Matthew J. Clarkson Mobarak I. Hoque 3DGS MedIm 84 0 0 05 Nov 2025
Improving Diagnostic Performance on Small and Imbalanced Datasets Using Class-Based Input Image Composition Hlali Azzeddine Majid Ben Yakhlef Soulaiman El Hazzat 57 0 0 05 Nov 2025
Domain-Adaptive Transformer for Data-Efficient Glioma Segmentation in Sub-Saharan MRI Ilerioluwakiiye Abolade Aniekan Udo Augustine Ojo Abdulbasit Oyetunji Hammed Ajigbotosho Aondana Iorumbur Confidence Raymond Maruf Adewole MedIm 68 0 0 04 Nov 2025
RDTE-UNet: A Boundary and Detail Aware UNet for Precise Medical Image Segmentation Jierui Qu Jianchun Zhao 60 0 0 03 Nov 2025
Adaptation of Foundation Models for Medical Image Analysis: Strategies, Challenges, and Future Directions Karma Phuntsho Abdullah Kyungmi Lee Ickjai Lee Euijoon Ahn MedIm AI4CE 116 0 0 03 Nov 2025
CenterMamba-SAM: Center-Prioritized Scanning and Temporal Prototypes for Brain Lesion Segmentation Yu Tian Zhongheng Yang Chenshi Liu Yiyun Su Ziwei Hong Zexi Gong Jingyuan Xu Mamba MedIm 208 8 0 03 Nov 2025
$SA$^{2}$Net: Scale-Adaptive Structure-Affinity Transformation for Spine Segmentation from Ultrasound Volume Projection Imaging$ SA $^{2}$ Net: Scale-Adaptive Structure-Affinity Transformation for Spine Segmentation from Ultrasound Volume Projection Imaging Hao Xie Zixun Huang Yushen Zuo Yakun Ju F. Leung N. F. Law Kin-Man Lam Y. Zheng Sai Ho Ling 54 0 0 30 Oct 2025
SpinalSAM-R1: A Vision-Language Multimodal Interactive System for Spine CT Segmentation Jiaming Liu Dingwei Fan Junyong Zhao C. Li Haipeng Si Liang Sun 80 0 0 30 Oct 2025
SPG-CDENet: Spatial Prior-Guided Cross Dual Encoder Network for Multi-Organ Segmentation Xizhi Tian Changjun Zhou Yulin. Yang MedIm 89 0 0 30 Oct 2025
Climate Adaptation-Aware Flood Prediction for Coastal Cities Using Deep Learning Bilal Hassan A. Karapetyan Aaron Chung Hin Chow S. Madanat AI4CE 61 0 0 29 Oct 2025
Comparative Study of UNet-based Architectures for Liver Tumor Segmentation in Multi-Phase Contrast-Enhanced Computed Tomography Doan-Van-Anh Ly Thi-Thu-Hien Pham Thanh-Hai Le 117 0 0 29 Oct 2025
Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives Gang Chen Changshuo Liu Gene Anne Ooi Marcus Tan Zhongle Xie Jianwei Yin J. Yip Wenqiao Zhang Jiaqi Zhu Beng Chin Ooi LM&MA 261 0 0 28 Oct 2025
CLFSeg: A Fuzzy-Logic based Solution for Boundary Clarity and Uncertainty Reduction in Medical Image Segmentation Anshul Kaushal Kunal Jangid Vinod K. Kurmi 60 0 0 28 Oct 2025
LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu 96 0 0 27 Oct 2025
Intelligent Communication Mixture-of-Experts Boosted-Medical Image Segmentation Foundation Model Xinwei Zhang Hu Chen Zhe Yuan Sukun Tian Peng Feng MoE 127 0 0 20 Oct 2025
UKANFormer: Noise-Robust Semantic Segmentation for Coral Reef Mapping via a Kolmogorov-Arnold Network-Transformer Hybrid Tianyang Dou Ming Li J. Qin Xuan Liao J. Zhong Armin Gruen Mengyi Deng ViT 118 0 0 19 Oct 2025
Rethinking Convergence in Deep Learning: The Predictive-Corrective Paradigm for Anatomy-Informed Brain MRI Segmentation Feifei Zhang Zhenhong Jia Sensen Song Fei Shi Dayong Ren MedIm 105 0 0 17 Oct 2025
DTEA: Dynamic Topology Weaving and Instability-Driven Entropic Attenuation for Medical Image Segmentation Weixuan Li Quanjun Li Guang Yu Song Yang Zimeng Li Chi-Man Pun Yupeng Liu Xuhang Chen 71 0 0 13 Oct 2025
PC-UNet: An Enforcing Poisson Statistics U-Net for Positron Emission Tomography Denoising Yang Shi Jingchao Wang Liangsi Lu Mingxuan Huang Ruixin He ... Minzhe Guo Yangyang Liang Weipeng Zhang Zimeng Li Xuhang Chen 92 0 0 10 Oct 2025
Progressive Uncertainty-Guided Evidential U-KAN for Trustworthy Medical Image Segmentation Zhen Yang Yansong Ma Lei Chen EDL 149 0 0 10 Oct 2025
TFM Dataset: A Novel Multi-task Dataset and Integrated Pipeline for Automated Tear Film Break-Up Segmentation Guangrong Wan Jun liu Qiyang Zhou Tang tang Lianghao Shi Wenjun Luo TingTing Xu 77 0 0 07 Oct 2025
MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation T-Mai Bui F. Bougourzi Fadi Dornaika Vinh Truong Hoang Mamba 272 0 0 04 Oct 2025
Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation Talha Ahmed Nehal Ahmed Shaikh Hassan Mohy-ud-Din MedIm VLM 88 0 0 03 Oct 2025
U-DFA: A Unified DINOv2-Unet with Dual Fusion Attention for Multi-Dataset Medical Segmentation Zulkaif Sajjad Furqan Shaukat Junaid Mir MedIm 35 0 0 01 Oct 2025
AI-CNet3D: An Anatomically-Informed Cross-Attention Network with Multi-Task Consistency Fine-tuning for 3D Glaucoma ClassificationMachine Learning for Biomedical Imaging (MLBI), 2025 Roshan Kenia Anfei Li Rishabh Srivastava Kaveri A. Thakoor 3DPC 76 0 0 01 Oct 2025
Advances in Medical Image Segmentation: A Comprehensive Survey with a Focus on Lumbar Spine ApplicationsComputers in Biology and Medicine (Comput. Biol. Med.), 2025 Ahmed Kabil Ghada Khoriba Mina Yousef Essam A. Rashed 100 0 0 01 Oct 2025
BALR-SAM: Boundary-Aware Low-Rank Adaptation of SAM for Resource-Efficient Medical Image Segmentation Zelin Liu Sicheng Dong Bocheng Li Yixuan Yang Jiacheng Ruan Chenxu Zhou Suncheng Xiang MedIm 126 0 0 29 Sep 2025
On-the-Fly Data Augmentation for Brain Tumor Segmentation Ishika Jain Siri Willems Steven Latré Tom De Schepper 68 0 0 29 Sep 2025
FSDENet: A Frequency and Spatial Domains based Detail Enhancement Network for Remote Sensing Semantic SegmentationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE J-STARS), 2025 Jiahao Fu Yinfeng Yu Liejun Wang 138 2 0 29 Sep 2025
An Enhanced Pyramid Feature Network Based on Long-Range Dependencies for Multi-Organ Medical Image Segmentation Dayu Tan Cheng Kong Yansen Su Hai Chen Dongliang Yang Junfeng Xia Chunhou Zheng ViT MedIm 76 0 0 29 Sep 2025
BioVessel-Net and RetinaMix: Unsupervised Retinal Vessel Segmentation from OCTA Images Cheng Huang Weizheng Xie Fan Gao Yutong Liu Ruoling Wu ... Jingxi Qiu Xiangxiang Wang Zhenglin Yang Hao Wang Yongbin Yu 97 1 0 28 Sep 2025
RestoRect: Degraded Image Restoration via Latent Rectified Flow & Feature Distillation Shourya Verma Mengbo Wang Nadia Atallah Lanman Ananth Grama 72 0 0 27 Sep 2025
UltraUNet: Real-Time Ultrasound Tongue Segmentation for Diverse Linguistic and Imaging Conditions Alisher Myrgyyassov Zhen Song Yu Sun Bruce Xiao Wang Min Ney Wong Yongping Zheng 76 0 0 27 Sep 2025
DENet: Dual-Path Edge Network with Global-Local Attention for Infrared Small Target Detection Jiayi Zuo Songwei Pei Qian Li 71 0 0 25 Sep 2025
MSCoD: An Enhanced Bayesian Updating Framework with Multi-Scale Information Bottleneck and Cooperative Attention for Structure-Based Drug Design Long Xu Yongcai Chen Fengshuo Liu Yuzhong Peng 91 0 0 24 Sep 2025
HiPerformer: A High-Performance Global-Local Segmentation Model with Modular Hierarchical Fusion Strategy Dayu Tan Zhenpeng Xu Yansen Su Xin Peng Chunhou Zheng Weimin Zhong 151 0 0 24 Sep 2025
Frequency-domain Multi-modal Fusion for Language-guided Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Bo Yu Jianhua Yang Zetao Du Yan Huang Chenglong Li Liang Wang 116 0 0 24 Sep 2025
A DyL-Unet framework based on dynamic learning for Temporally Consistent Echocardiographic Segmentation Jierui Qu Jianchun Zhao 44 0 0 23 Sep 2025