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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OmniUnet: A Multimodal Network for Unstructured Terrain Segmentation on Planetary Rovers Using RGB, Depth, and Thermal Imagery Raúl Castilla-Arquillo Carlos J. Pérez-del-Pulgar Levin Gerdes Alfonso Garcia-Cerezo Miguel A. Olivares-Mendez 62 0 0 01 Aug 2025
Topology Optimization in Medical Image Segmentation with Fast Euler CharacteristicIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Liu Li Qiang Ma Cheng Ouyang Johannes C. Paetzold Daniel Rueckert Bernhard Kainz 138 1 0 31 Jul 2025
FaRMamba: Frequency-based learning and Reconstruction aided Mamba for Medical Segmentation Ze Rong ZiYue Zhao Zhaoxin Wang Lei Ma Mamba 100 0 0 26 Jul 2025
Is Exchangeability better than I.I.D to handle Data Distribution Shifts while Pooling Data for Data-scarce Medical image segmentation? Ayush Roy Samin Enam Jun Xia Vishnu Suresh Lokhande Won Hwa Kim OOD 109 0 0 25 Jul 2025
Extreme Cardiac MRI Analysis under Respiratory Motion: Results of the CMRxMotion Challenge Kang Wang C. Qin Zhang Shi Haoran Wang X. Zhang ... Xinrong Chen He Wang Chengyan Wang Wenjia Bai S. Wang 113 2 0 25 Jul 2025
Pre- and Post-Treatment Glioma Segmentation with the Medical Imaging Segmentation Toolkit A. Celaya Tucker Netherton Dawid Schellingerhout Caroline Chung Beatrice Riviere David T. Fuentes 101 0 0 25 Jul 2025
Deformable Convolution Module with Globally Learned Relative Offsets for Fundus Vessel Segmentation Lexuan Zhu Yuxuan Li Yuning Ren 107 0 0 24 Jul 2025
LEAF: Latent Diffusion with Efficient Encoder Distillation for Aligned Features in Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Qilin Huang Tianyu Lin Zhiguang Chen Fudan Zheng MedIm 75 0 0 24 Jul 2025
TextSAM-EUS: Text Prompt Learning for SAM to Accurately Segment Pancreatic Tumor in Endoscopic Ultrasound Pascal Spiegler Taha Koleilat Arash Harirpoush Corey S. Miller H. Rivaz Marta Kersten-Oertel Yiming Xiao MedIm 221 1 0 24 Jul 2025
Synthetic Data Matters: Re-training with Geo-typical Synthetic Labels for Building DetectionIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2025 Shuang Song Yang Tang R. Qin 215 1 0 22 Jul 2025
MLRU++: Multiscale Lightweight Residual UNETR++ with Attention for Efficient 3D Medical Image Segmentation Nand Kumar Yadav Rodrigue Rizk William CW Chen KC Santosh 184 2 0 22 Jul 2025
SegDT: A Diffusion Transformer-Based Segmentation Model for Medical Imaging Salah Eddine Bekhouche Gaby Maroun Fadi Dornaika Abdenour Hadid MedIm 92 0 0 21 Jul 2025
A Novel Downsampling Strategy Based on Information Complementarity for Medical Image SegmentationInternational Conference on Information Photonics (ICIP), 2025 Wenbo Yue Chang Li Guoping Xu SSeg 135 1 0 20 Jul 2025
Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic Approximation Shuchang Ye Usman Naseem Mingyuan Meng Jinman Kim 216 1 0 15 Jul 2025
A novel attention mechanism for noise-adaptive and robust segmentation of microtubules in microscopy imagesbioRxiv (bioRxiv), 2025 Achraf Ait Laydi Louis Cueff Mewen Crespo Yousef El Mourabit Hélène Bouvrais 93 0 0 10 Jul 2025
MedFormer: Hierarchical Medical Vision Transformer with Content-Aware Dual Sparse Selection Attention Zunhui Xia Hongxing Li Libin Lan MedIm 201 3 0 03 Jul 2025
Autoadaptive Medical Segment Anything Model Tyler Ward Meredith K. Owen O'Kira Coleman Brian Noehren Abdullah-Al-Zubaer Imran MedIm 68 2 0 02 Jul 2025
MedSegNet10: A Publicly Accessible Network Repository for Split Federated Medical Image Segmentation C. Shiranthika Zahra Hafezi Kafshgari Hadi Hadizadeh Parvaneh Saeedi FedML 265 0 0 01 Jul 2025
Finer Disentanglement of Aleatoric Uncertainty Can Accelerate Chemical Histopathology ImagingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Ji-Hun Oh Kianoush Falahkheirkhah Rohit Bhargava 255 0 0 01 Jul 2025
Hybrid Attention Network for Accurate Breast Tumor Segmentation in Ultrasound Images Muhammad Azeem Aslam Asim Naveed Nisar Ahmed 141 0 0 19 Jun 2025
BCRNet: Enhancing Landmark Detection in Laparoscopic Liver Surgery via Bezier Curve RefinementInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Qian Li Feng Liu Shuojue Yang Daiyun Shen Yueming Jin MedIm 114 0 0 18 Jun 2025
MS-UMamba: An Improved Vision Mamba Unet for Fetal Abdominal Medical Image Segmentation Caixu Xu Junming Wei Huizhen Chen Pengchen Liang Bocheng Liang Ying Tan Xintong Wei Mamba 127 0 0 14 Jun 2025
InceptionMamba: Efficient Multi-Stage Feature Enhancement with Selective State Space Model for Microscopic Medical Image Segmentation Daniya Najiha Abdul Kareem Abdul Hannan Mubashir Noman Jean Lahoud Mustansar Fiaz Hisham Cholakkal Mamba 104 0 0 13 Jun 2025
FAD-Net: Frequency-Domain Attention-Guided Diffusion Network for Coronary Artery Segmentation using Invasive Coronary Angiography Nan Mu Ruiqi Song Xiaoning Li Zhihui Xu Jingfeng Jiang Chen Zhao MedIm 142 0 0 13 Jun 2025
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation Zhenhuan Zhou 185 0 0 12 Jun 2025
SWDL: Stratum-Wise Difference Learning with Deep Laplacian Pyramid for Semi-Supervised 3D Intracranial Hemorrhage Segmentation Cheng Wang Siqi Chen Donghua Mi Yang Chen Y. Zhang Yinsheng Li 220 0 0 12 Jun 2025
MD-ViSCo: A Unified Model for Multi-Directional Vital Sign Waveform Conversion Franck Meyer Kyunghoon Hur Edward Choi 104 0 0 10 Jun 2025
PASS: Private Attributes Protection with Stochastic Data Substitution Yizhuo Chen Chun-Fu Chen Hsiang Hsu Shaohan Hu Tarek Abdelzaher 287 0 0 08 Jun 2025
FuseUNet: A Multi-Scale Feature Fusion Method for U-like Networks Quansong He Xiangde Min Kaishen Wang Tao He 211 1 0 06 Jun 2025
DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling Hangyu Ji Mamba 221 0 0 05 Jun 2025
DSSAU-Net:U-Shaped Hybrid Network for Pubic Symphysis and Fetal Head Segmentation Zunhui Xia Hongxing Li Libin Lan 173 0 0 04 Jun 2025
ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation Jing Huang Yongkang Zhao Yuhan Li Zhitao Dai Cheng Chen Qiying Lai Mamba 156 0 0 30 May 2025
Bridging Classical and Modern Computer Vision: PerceptiveNet for Tree Crown Semantic Segmentation Georgios Voulgaris 104 0 0 29 May 2025
Concentrate on Weakness: Mining Hard Prototypes for Few-Shot Medical Image SegmentationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Jianchao Jiang Haofeng Zhang 118 1 0 28 May 2025
AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage Xuanle Zhao Zilin Sang Yuxuan Li Qi Shi Kaiyan Zhang Duzhen Zhang Xu Han Zhiyuan Liu Maosong Sun Maosong Sun 421 4 0 27 May 2025
AgriFM: A Multi-source Temporal Remote Sensing Foundation Model for Crop Mapping Wenyuan Li Shunlin Liang Keyan Chen Yongzhe Chen Han Ma Jianglei Xu Yichuan Ma Shikang Guan Husheng Fang Z. Shi 156 1 0 27 May 2025
Burst Image Super-Resolution via Multi-Cross Attention Encoding and Multi-Scan State-Space DecodingImage and Vision Computing (IVC), 2025 Tengda Huang Yu Zhang Tianren Li Yufu Qu Fulin Liu Zhenzhong Wei SupR 197 0 0 26 May 2025
Rep3D: Re-parameterize Large 3D Kernels with Low-Rank Receptive Modeling for Medical Imaging Ho Hin Lee Quan Liu Shunxing Bao Yuankai Huo Bennett A. Landman MedIm 125 0 0 26 May 2025
Domain and Task-Focused Example Selection for Data-Efficient Contrastive Medical Image Segmentation Tyler Ward Aaron Moseley Abdullah-Al-Zubaer Imran SSL 349 0 0 25 May 2025
MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation Libin Lan Yanxin Li Xiaojuan Liu Juan Zhou Jianxun Zhang Nannan Huang Yudong Zhang ViT MedIm 187 1 0 24 May 2025
BOTM: Echocardiography Segmentation via Bi-directional Optimal Token Matching Zhihua Liu Lei Tong Xilin He Che Liu Rossella Arcucci Chen Jin Huiyu Zhou 388 0 0 23 May 2025
FreqU-FNet: Frequency-Aware U-Net for Imbalanced Medical Image Segmentation Ruiqi Xing 297 4 0 23 May 2025
CENet: Context Enhancement Network for Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Afshin Bozorgpour Sina Ghorbani Kolahi Reza Azad Ilker Hacihaliloglu Dorit Merhof 284 0 0 23 May 2025
Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration Yuetong Liu Yunqiu Xu Yang Wei Xiuli Bi Bin Xiao 189 1 0 22 May 2025
SAMba-UNet: SAM2-Mamba UNet for Cardiac MRI in Medical Robotic Perception Guohao Huo Ruiting Dai Hao Tang Hao Tang Mamba 288 0 0 22 May 2025
IA-MVS: Instance-Focused Adaptive Depth Sampling for Multi-View Stereo Yinzhe Wang Yiwen Xiao Hu Wang Yiping Xu Yan Tian 3DV 230 0 0 19 May 2025
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image SegmentationBiomedical Signal Processing and Control (BSPC), 2025 Hancan Zhu Jinhao Chen Guanghua He Mamba 329 2 0 17 May 2025
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation Pengfei Lyu Pak-Hei Yeung Xiaosheng Yu Jing Xia Jianning Chi Chengdong Wu Jagath C. Rajapakse OOD MedIm 282 1 0 17 May 2025
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging Quoc-Huy Trinh Minh-Van Nguyen Jung Peng Ulas Bagci Debesh Jha 452 5 0 17 May 2025
Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation Pengchen Zhang Alan J.X. Guo Sipin Luo Zhe Han Lin Guo 196 0 0 16 May 2025