Title
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 199 0 0 23 Nov 2025
Adaptive Morph-Patch Transformer for Aortic Vessel Segmentation Zhenxi Zhang Fuchen Zheng Adnan Iltaf Yifei Han Zhenyu Cheng Yue Du Bin Li Tianyong Liu Shoujun Zhou MedIm 106 0 0 10 Nov 2025
Larger Hausdorff Dimension in Scanning Pattern Facilitates Mamba-Based Methods in Low-Light Image Enhancement Xinhua Wang Caibo Feng Xiangjun Fu Chunxiao Liu Mamba 274 0 0 29 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
Med-K2N: Flexible K-to-N Modality Translation for Medical Image Synthesis Feng Yuan Yifan Gao Yuehua Ye Haoyue Li Xin Gao MedIm 64 0 0 03 Oct 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
HybridMamba: A Dual-domain Mamba for 3D Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Weitong Wu Zhaohu Xing Jing Gong Qin Peng Lei Zhu Mamba 85 0 0 18 Sep 2025
UM-Depth : Uncertainty Masked Self-Supervised Monocular Depth Estimation with Visual Odometry Tae-Wook Um Ki-Hyeon Kim Hyun-Duck Choi Hyo-Sung Ahn MDE 132 0 0 17 Sep 2025
CECT-Mamba: a Hierarchical Contrast-enhanced-aware Model for Pancreatic Tumor Subtyping from Multi-phase CECT Zhifang Gong Shuo Gao Ben Zhao Yingjing Xu Yijun Yang Shenghong Ju Guangquan Zhou Mamba 109 0 0 16 Sep 2025
Co-Seg: Mutual Prompt-Guided Collaborative Learning for Tissue and Nuclei SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Qing Xu Wenting Duan Zhen Chen 96 2 0 08 Sep 2025
CD-Mamba: Cloud detection with long-range spatial dependency modelingJournal of Applied Remote Sensing (JARS), 2025 Tianxiang Xue Jiayi Zhao Jingsheng Li Changlu Chen Kun Zhan Mamba 84 0 0 05 Sep 2025
Dino U-Net: Exploiting High-Fidelity Dense Features from Foundation Models for Medical Image Segmentation Yifan Gao Haoyue Li Feng Yuan Xiaosong Wang Xin Gao MedIm AI4CE 83 3 0 28 Aug 2025
CMFDNet: Cross-Mamba and Feature Discovery Network for Polyp Segmentation Feng Jiang Zongfei Zhang Xin Xu 56 1 0 25 Aug 2025
Diversity-enhanced Collaborative Mamba for Semi-supervised Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Shumeng Li Jian Zhang Lei Qi Luping Zhou Yinghuan Shi Yang Gao Mamba 64 1 0 19 Aug 2025
ASM-UNet: Adaptive Scan Mamba Integrating Group Commonalities and Individual Variations for Fine-Grained Segmentation Bo Wang Mengyuan Xu Yue Yan Yuqun Yang Kechen Shu Wei Ping Xu Tang Wei Jiang Zheng You Mamba 91 0 0 10 Aug 2025
SSFMamba: Symmetry-driven Spatial-Frequency Feature Fusion for 3D Medical Image Segmentation Bo Zhang Yifan Zhang Shuo Yan Yu Bai Zheng Zhang Wu Liu Xiuzhuang Zhou Wendong Wang Mamba 84 0 0 05 Aug 2025
MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image SegmentationACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMM), 2025 Qing Xu Yanming Chen Yue Li Ziyu Liu Zhenye Lou Yixuan Zhang Xiangjian He Mamba 98 2 0 26 Jul 2025
RAM-W600: A Multi-Task Wrist Dataset and Benchmark for Rheumatoid Arthritis Songxiao Yang Haolin Wang Yao Fu Ye Tian Tamotsu Kamishima Masayuki Ikebe Yafei Ou Masatoshi Okutomi 144 0 0 07 Jul 2025
Co-Seg++: Mutual Prompt-Guided Collaborative Learning for Versatile Medical Segmentation Qing Xu Yuxiang Luo Wenting Duan Zhen Chen 170 3 0 20 Jun 2025
MambaHash: Visual State Space Deep Hashing Model for Large-Scale Image RetrievalInternational Conference on Multimedia Retrieval (ICMR), 2025 Chao He Hongxi Wei Mamba 139 0 0 19 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 123 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
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation Zhenhuan Zhou 177 0 0 12 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 152 0 0 30 May 2025
UNet with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning for Medical Image Segmentation Saqib Qamar Mohd Fazil Parvez Ahmad Ghulam Muhammad Abu Taha Zamani Mamba 298 1 0 21 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 325 2 0 17 May 2025
ABS-Mamba: SAM2-Driven Bidirectional Spiral Mamba Network for Medical Image Translation Feng Yuan Yifan Gao Wenbin Wu Keqing Wu Xiaotong Guo Jie Jiang Xin Gao Mamba 207 2 0 12 May 2025
MVQA: Mamba with Unified Sampling for Efficient Video Quality Assessment Yachun Mi Yu Li Weicheng Meng Chong Chen Chen Hui Gangyan Zeng 260 1 0 22 Apr 2025
Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation Md. Sanaullah Chowdhury Salauddin Tapu Noyon Kumar Sarkar Ferdous Bin Ali Lameya Sabrin 3DV 201 1 0 20 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
DefMamba: Deformable Visual State Space ModelComputer Vision and Pattern Recognition (CVPR), 2025 Leiye Liu Miao Zhang Jihao Yin Tingwei Liu Wei Ji Yongri Piao Huchuan Lu Mamba 284 6 0 08 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 Zhen Chen MedIm 193 0 0 08 Apr 2025
Dynamic Vision Mamba Mengxuan Wu Zekai Li Zhiyuan Liang Moyang Li Xuanlei Zhao ... Xiaojiang Peng Konstantinos N. Plataniotis Xiaojiang Peng Wangbo Zhao Yang You Mamba 205 4 0 07 Apr 2025
Model Reveals What to Cache: Profiling-Based Feature Reuse for Video Diffusion Models Xuran Ma Yexin Liu Yaofu Liu Xianfeng Wu Mingzhe Zheng Ziyi Wang Ser-Nam Lim Harry Yang DiffM 219 6 0 04 Apr 2025
COSMO: Combination of Selective Memorization for Low-cost Vision-and-Language Navigation Siqi Zhang Yanyuan Qiao Qunbo Wang Zike Yan Qi Wu Zhihua Wei Qingbin Liu 470 3 0 31 Mar 2025
KEVS: Enhancing Segmentation of Visceral Adipose Tissue in Pre-Cystectomy CT with Gaussian Kernel Density EstimationInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2025 Thomas Boucher Nicholas Tetlow Annie Fung Amy Dewar Pietro Arina Sven Kerneis John Whittle Evangelos B. Mazomenos 93 1 0 28 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 444 4 0 26 Mar 2025
EventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video ReconstructionAAAI Conference on Artificial Intelligence (AAAI), 2025 Chengjie Ge Xueyang Fu Peng He Kunyu Wang Chengzhi Cao Zheng-jun Zha Mamba 251 4 0 25 Mar 2025
MM-UNet: Meta Mamba UNet for Medical Image Segmentation Bin Xie Yan Yan Gady Agam Mamba 199 0 0 21 Mar 2025
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Lexin Fang Yunyang Xu Xiang Ma Xuemei Li Caiming Zhang 159 0 0 14 Mar 2025
MambaFlow: A Mamba-Centric Architecture for End-to-End Optical Flow Estimation Juntian Du Yuan Sun Zhihu Zhou Pinyi Chen Runzhe Zhang Keji Mao Mamba 331 1 0 10 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity MiningIEEE Transactions on Medical Imaging (IEEE TMI), 2025 Haoran Wang Lian Huai Wenbin Li Lei Qi Xingqun Jiang Yinghuan Shi MedIm 277 10 0 06 Mar 2025
COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Gen Shi Hui Zhang Jie Tian Mamba 258 0 0 04 Mar 2025
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning Luyi Qiu Tristan Till Xiaobao Guo A. Kong Mamba 173 1 0 03 Mar 2025
A Reverse Mamba Attention Network for Pathological Liver Segmentation Jun Zeng Debesh Jha Ertugrul Aktas Elif Keles Alpay Medetalibeyoglu ... Robert Lewandowski Daniela Ladner Amir Borhani Gorkem Durak Ulas Bagci Mamba 329 3 0 23 Feb 2025
A Comprehensive Survey of Foundation Models in MedicineIEEE Reviews in Biomedical Engineering (RBME), 2024 Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 626 62 0 17 Jan 2025
MS-Temba: Multi-Scale Temporal Mamba for Understanding Long Untrimmed Videos Arkaprava Sinha Monish Soundar Raj Pu Wang Ahmed Helmy Srijan Das Srijan Das Mamba 452 5 0 10 Jan 2025
VMamba: Visual State Space ModelNeural Information Processing Systems (NeurIPS), 2024 Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 892 1,405 0 31 Dec 2024
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2024 Yunxiang Fu Meng Lou Yizhou Yu 560 16 0 16 Dec 2024