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
IA-MVS: Instance-Focused Adaptive Depth Sampling for Multi-View Stereo Yinzhe Wang Yiwen Xiao Hu Wang Yiping Xu Yan Tian 3DV 6 0 0 19 May 2025
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning Pengchen Zhang Alan J.X. Guo Sipin Luo Zhe Han Lin Guo 27 0 0 16 May 2025
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI Lei Su 36 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 37 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 32 0 0 09 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 64 0 0 08 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 Normalization Chenxi Zhao Jianqiang Li Qing Zhao Jing Bai S. Boluda Benoît Delatour L. Stimmer Daniel Racoceanu Gabriel Jimenez Guanghui Fu 58 0 0 08 May 2025
Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation Yi-Mou Lin Dong-Ming Zhang X. B. Fang Yufan Chen K.-T. Cheng Hao Chen 33 0 0 06 May 2025
DCS-ST for Classification of Breast Cancer Histopathology Images with Limited Annotations Liu Suxing Byungwon Min 40 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 35 0 0 05 May 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 J. Zhang Lingyang Song Yaowei Wang 46 0 0 27 Apr 2025
Back to Fundamentals: Low-Level Visual Features Guided Progressive Token Pruning Yuanbing Ouyang Yizhuo Liang Qingpeng Li Xinfei Guo Yiming Luo Di Wu Hao Wang Yushan Pan ViT VLM 73 0 0 25 Apr 2025
A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement Yihao Ouyang Xunheng Kuang Mengjia Xiong Zhida Wang Yuanquan Wang 46 0 0 18 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 155 0 0 07 Apr 2025
Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound Yuhao Huang Ao Chang Haoran Dou X. Tao Xinrui Zhou ... Ruobing Huang Alejandro F Frangi Lingyun Bao Xin Yang Dong Ni 90 1 0 26 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 Y. Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 62 0 0 23 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 56 1 0 09 Mar 2025
ScaleFusionNet: Transformer-Guided Multi-Scale Feature Fusion for Skin Lesion Segmentation Saqib Qamar Syed Furqan Qadri Roobaea Alroobaea Majed Alsafyani Abdullah M. Baqasah ViT MedIm 91 0 0 05 Mar 2025
Vision Foundation Models in Medical Image Analysis: Advances and Challenges Pengchen Liang Bin Pu Haishan Huang Yiwei Li Haoran Wang Weibo Ma Qing Chang VLM MedIm 106 0 0 24 Feb 2025
DSCA: A Digital Subtraction Angiography Sequence Dataset and Spatio-Temporal Model for Cerebral Artery Segmentation Qihang Xie Mengguo Guo Lei Mou Dan Zhang Da Chen Caifeng Shan Yitian Zhao Ruisheng Su Jiong Zhang 109 1 0 21 Feb 2025
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy Decebal Constantin Mocanu M. V. Keulen Elena Mocanu MedIm 56 4 0 20 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 64 1 0 02 Feb 2025
Rethinking Encoder-Decoder Flow Through Shared Structures Frederik Laboyrie M. K. Yucel Albert Saà-Garriga AI4CE 45 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 84 5 0 22 Jan 2025
Flemme: A Flexible and Modular Learning Platform for Medical Images Guoqing Zhang Jingyun Yang Yang Li MedIm 53 1 0 08 Jan 2025
GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation Niloufar Eghbali H. Bagher-Ebadian Tuka Alhanai M. Ghassemi MedIm ViT 43 0 0 06 Jan 2025
OCTAMamba: A State-Space Model Approach for Precision OCTA Vasculature Segmentation Shun Zou Zhuo Zhang Guangwei Gao Mamba 98 1 0 03 Jan 2025
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization Zijie Fang Yifeng Wang Peizhang Xie Zhi Wang Yongbing Zhang 46 0 0 31 Dec 2024
EchoONE: Segmenting Multiple echocardiography Planes in One Model Jiongtong Hu Wei Zhuo Jun Cheng Yingying Liu Wufeng Xue Dong Ni 87 1 0 04 Dec 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao Huazhu Fu Fahad Shahbaz Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
Open-World Reinforcement Learning over Long Short-Term Imagination Jiajian Li Q. Wang Yunbo Wang Xin Jin Yang Li Wenjun Zeng Xiaokang Yang OCL VLM 62 1 0 04 Oct 2024
DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images Chen Liu Danqi Liao Alejandro Parada-Mayorga Alejandro Ribeiro Marcello DiStasio Smita Krishnaswamy 50 4 0 04 Oct 2024
Erase, then Redraw: A Novel Data Augmentation Approach for Free Space Detection Using Diffusion Model Fulong Ma Weiqing Qi Guoyang Zhao Ming Liu Jun Ma DiffM 32 0 0 30 Sep 2024
MambaRecon: MRI Reconstruction with Structured State Space Models Yilmaz Korkmaz V. Patel Mamba 38 2 0 19 Sep 2024
Genetic Information Analysis of Age-Related Macular Degeneration Fellow Eye Using Multi-Modal Selective ViT Yoichi Furukawa Satoshi Kamiya Yoichi Sakurada Kenji Kashiwagi Kazuhiro Hotta 29 0 0 17 Sep 2024
SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance Shun Zou Mingya Zhang Bingjian Fan Zhengyi Zhou Xiuguo Zou Mamba 32 3 0 17 Sep 2024
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation Bobby Azad Pourya Adibfar Kaiqun Fu ViT MedIm 29 0 0 03 Sep 2024
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Fuchen Zheng Xuhang Chen Weihuang Liu Haolun Li Yingtie Lei Jiahui He Chi-Man Pun Shounjun Zhou MedIm 31 12 0 31 Aug 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Beoungwoo Kang Seunghun Moon Yubin Cho Hyunwoo Yu Suk-Ju Kang ViT MedIm 32 8 0 14 Aug 2024
Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach Alireza Saber Pouria Parhami Alimihammad Siahkarzadeh Amirreza Fateh Amirreza Fateh ViT MedIm 53 9 0 08 Aug 2024
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation Shreyank N. Gowda David A. Clifton MedIm 31 1 0 31 Jul 2024
SwinSF: Image Reconstruction from Spatial-Temporal Spike Streams Liangyan Jiang Chuang Zhu Yanxu Chen 52 2 0 22 Jul 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation Lin Zhang Wenbo Gao Jie Yi Yunyun Yang 46 0 0 14 Jul 2024
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 59 11 0 12 Jul 2024
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution Xiang Zhang Yulun Zhang Fisher Yu 44 15 0 08 Jul 2024
CaRe-Ego: Contact-aware Relationship Modeling for Egocentric Interactive Hand-object Segmentation Yuejiao Su Yi Wang Lap-Pui Chau 65 1 0 08 Jul 2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images Weiyi Xie Nathalie Willems Shubham Patil Yang Li Mayank Kumar 54 13 0 05 Jul 2024
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature Upsampling Minghao Zhou Hong Wang Yefeng Zheng Deyu Meng 31 1 0 02 Jul 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 40 8 0 28 Jun 2024
GAPNet: Granularity Attention Network with Anatomy-Prior-Constraint for Carotid Artery Segmentation Lin Zhang Chenggang Lu Xin-yang Shi Caifeng Shan Jiong Zhang Da Chen Laurent D. Cohen 39 0 0 27 Jun 2024