LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation

8 March 2024

Papers citing "LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation"

29 / 29 papers shown

Title
ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation Muyi Bao Shuchang Lyu Zhaoyang Xu Qi Zhao Changyu Zeng Wenpei Bai Guangliang Cheng Mamba 55 0 0 25 Mar 2025
Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation Shaolei Zhang Jinyan Liu Tianyi Qian Xuesong Li Mamba 48 0 0 25 Mar 2025
Foundation Model for Whole-Heart Segmentation: Leveraging Student-Teacher Learning in Multi-Modal Medical Imaging Abdul Qayyum Moona Mazher Devran Ugurlu J. Solís-Lemus C. Rodero Steven A Niederer 40 0 0 24 Mar 2025
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing Shiyang Zhou Haijin Zeng Yunfan Lu Tong Shao Ke Tang Yongyong Chen Jie Liu Jingyong Su Mamba 65 0 0 20 Mar 2025
MSV-Mamba: A Multiscale Vision Mamba Network for Echocardiography Segmentation Xiaoxian Yang Qi Wang Kaiqi Zhang Ke Wei Jun Lyu Lingchao Chen Mamba 32 0 0 13 Jan 2025
EDMB: Edge Detector with Mamba Yachuan Li Xavier Soria Poma Yun Bai Qian Xiao Chaozhi Yang Guanlin Li Zongmin Li Mamba 40 0 0 10 Jan 2025
START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation Jintao Guo Lei Qi Yinghuan Shi Yang Gao 31 1 0 08 Jan 2025
SepMamba: State-space models for speaker separation using Mamba Thor Højhus Avenstrup Boldizsár Elek István László Mádi András Bence Schin Morten Mørup Bjørn Sand Jensen Kenny Falkær Olsen Mamba 26 0 0 28 Oct 2024
Spatial-Mamba: Effective Visual State Space Models via Structure-aware State Fusion Chaodong Xiao Minghan Li Zhengqiang Zhang Deyu Meng Lei Zhang Mamba 55 4 0 19 Oct 2024
Variable Aperture Bokeh Rendering via Customized Focal Plane Guidance Kang Chen Shijun Yan Aiwen Jiang Han Li Zhifeng Wang 42 0 0 18 Oct 2024
MambaSCI: Efficient Mamba-UNet for Quad-Bayer Patterned Video Snapshot Compressive Imaging Zhenghao Pan Haijin Zeng Jiezhang Cao Yongyong Chen Kai Zhang Yong Xu Mamba 30 1 0 18 Oct 2024
ICPR 2024 Competition on Multiple Sclerosis Lesion Segmentation -- Methods and Results Alessia Rondinella Francesco Guarnera Elena Crispino G. Russo Clara Di Lorenzo Davide Maimone F. Pappalardo S. Battiato 26 3 0 10 Oct 2024
DSDFormer: An Innovative Transformer-Mamba Framework for Robust High-Precision Driver Distraction Identification Junzhou Chen Zirui Zhang Jing Yu Heqiang Huang Ronghui Zhang Xuemiao Xu Bin Sheng Hong Yan Mamba 37 1 0 09 Sep 2024
Vision Mamba for Classification of Breast Ultrasound Images Ali Nasiri-Sarvi Mahdi S. Hosseini Hassan Rivaz 36 5 0 04 Jul 2024
SUM: Saliency Unification through Mamba for Visual Attention Modeling Alireza Hosseini A. Kazerouni Saeed Akhavan Michael Brudno Babak Taati Mamba 28 3 0 25 Jun 2024
MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba Zhongping Ji Mamba 36 0 0 10 Jun 2024
Mamba YOLO: SSMs-Based YOLO For Object Detection Zeyu Wang Chen Li Huiying Xu Xinzhong Zhu Mamba 47 13 0 09 Jun 2024
MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation Chunyu Yuan Dongfang Zhao S. Agaian Mamba 33 4 0 24 May 2024
Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model Yuheng Shi Minjing Dong Chang Xu Mamba 45 32 0 23 May 2024
Vision Mamba: A Comprehensive Survey and Taxonomy Xiao Liu Chenxu Zhang Lei Zhang Mamba 39 25 0 07 May 2024
AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation Viet-Thanh Nguyen Van-Truong Pham Thi-Thao Tran Mamba 29 5 0 05 May 2024
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Badri N. Patro Vijay Srinivas Agneeswaran Mamba 40 38 0 24 Apr 2024
A Survey on Visual Mamba Hanwei Zhang Ying Zhu Dan Wang Lijun Zhang Tianxiang Chen Zi Ye Mamba 37 56 0 24 Apr 2024
State Space Model for New-Generation Network Alternative to Transformers: A Survey Xiao Wang Shiao Wang Yuhe Ding Yuehang Li Wentao Wu ... Bowei Jiang Chenglong Li Yaowei Wang Yonghong Tian Jin Tang Mamba 33 49 0 15 Apr 2024
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation Renkai Wu Yinghao Liu Pengchen Liang Qing Chang Mamba 27 45 0 29 Mar 2024
Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation Chao Ma Ziyang Wang Mamba 43 22 0 11 Feb 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 72 254 0 04 Feb 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 80 330 0 09 Jan 2024
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 288 75,800 0 18 May 2015