Vision Mamba: A Comprehensive Survey and Taxonomy

7 May 2024

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Papers citing "Vision Mamba: A Comprehensive Survey and Taxonomy"

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Title
Efficient LiDAR Reflectance Compression via Scanning Serialization Jiahao Zhu Kang-Soo You Dandan Ding Zhan Ma 75 0 0 14 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang Xuelong Li Guangliang Cheng Mamba 257 0 0 01 May 2025
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 299 706 0 31 Dec 2024
SMCD: High Realism Motion Style Transfer via Mamba-based Diffusion Ziyun Qian Zeyu Xiao Zhenyi Wu Dingkang Yang Mingcheng Li Shunli Wang Shuai Wang Dongliang Kou Lihua Zhang 71 0 0 05 May 2024
RSCaMa: Remote Sensing Image Change Captioning with State Space Model Chenyang Liu Keyan Chen Bo-Ying Chen Haotian Zhang Zhengxia Zou Z. Shi Mamba 47 32 0 29 Apr 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 101 44 0 24 Apr 2024
A Survey on Visual Mamba Hanwei Zhang Ying Zhu Dan Wang Lijun Zhang Tianxiang Chen Zi Ye Mamba 80 64 0 24 Apr 2024
State Space Model for New-Generation Network Alternative to Transformers: A Survey Tianlin Li Shiao Wang Yuhe Ding Yuehang Li Wentao Wu ... Bowei Jiang Chenglong Li Yaowei Wang Yonghong Tian Jin Tang Mamba 141 53 0 15 Apr 2024
FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba Xinyu Xie Yawen Cui Chio-in Ieong Tao Tan Xiaozhi Zhang Mamba 107 48 0 15 Apr 2024
Fusion-Mamba for Cross-modality Object Detection Wenhao Dong Haodong Zhu Shaohui Lin Xiaoyan Luo Yunhang Shen Xuhui Liu Juan Zhang Guodong Guo Baochang Zhang Mamba 94 32 0 14 Apr 2024
SurvMamba: State Space Model with Multi-grained Multi-modal Interaction for Survival Prediction Ying Chen Jiajing Xie Yuxiang Lin Yuhang Song Wenxian Yang Rongshan Yu Mamba 104 6 0 11 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Hefei Ling Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 108 10 0 11 Apr 2024
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection Haoyang He Yuhu Bai Jiangning Zhang Qingdong He Hongxu Chen Zhenye Gan Chengjie Wang Xiangtai Li Guanzhong Tian Lei Xie Mamba 128 44 0 09 Apr 2024
InsectMamba: Insect Pest Classification with State Space Model Qianning Wang Chenglin Wang Zhixin Lai Yucheng Zhou Mamba 108 12 0 04 Apr 2024
RS-Mamba for Large Remote Sensing Image Dense Prediction Sijie Zhao Hao Chen Xue-liang Zhang Pengfeng Xiao Lei Bai Wanli Ouyang Mamba 84 93 0 03 Apr 2024
RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic Segmentation Xianping Ma Xiaokang Zhang Man-On Pun Mamba 93 57 0 03 Apr 2024
Samba: Semantic Segmentation of Remotely Sensed Images with State Space Model Qinfeng Zhu Yuanzhi Cai Yuan-Sheng Fang Yihan Yang Cheng Chen Lei Fan Anh Nguyen Mamba 87 64 0 02 Apr 2024
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation Renkai Wu Yinghao Liu Pengchen Liang Qing Chang Mamba 62 48 0 29 Mar 2024
ReMamber: Referring Image Segmentation with Mamba Twister Yu-Hao Yang Chaofan Ma Jiangchao Yao Zhun Zhong Ya Zhang Yanfeng Wang Mamba 106 23 0 26 Mar 2024
PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition Chenhongyi Yang Zehui Chen Miguel Espinosa Linus Ericsson Zhenyu Wang Jiaming Liu Elliot J. Crowley Mamba 93 96 0 26 Mar 2024
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion Kazi Shahriar Sanjid Md. Tanzim Hossain Md. Shakib Shahariar Junayed M. M. Uddin Mamba 89 9 0 26 Mar 2024
Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference Han Zhao Min Zhang Wei Zhao Pengxiang Ding Siteng Huang Donglin Wang Mamba 108 74 0 21 Mar 2024
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Guo Chen Yifei Huang Jilan Xu Baoqi Pei Zhe Chen Zhiqi Li Jiahao Wang Kunchang Li Tong Lu Limin Wang Mamba 122 77 0 14 Mar 2024
MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models Zunnan Xu Yukang Lin Haonan Han Sicheng Yang Ronghui Li Yachao Zhang Xiu Li Mamba 119 26 0 14 Mar 2024
LocalMamba: Visual State Space Model with Windowed Selective Scan Tao Huang Xiaohuan Pei Shan You Fei Wang Chao Qian Chang Xu Mamba 87 151 0 14 Mar 2024
MD-Dose: A diffusion model based on the Mamba for radiation dose prediction Linjie Fu Xia Li Xiuding Cai Yingkai Wang Xueyao Wang Y. Shen Yu Yao Mamba 99 7 0 13 Mar 2024
Motion Mamba: Efficient and Long Sequence Motion Generation with Hierarchical and Bidirectional Selective SSM Zeyu Zhang Akide Liu Ian Reid Richard Hartley Bohan Zhuang Hao Tang Mamba 97 70 0 12 Mar 2024
Point Mamba: A Novel Point Cloud Backbone Based on State Space Model with Octree-Based Ordering Strategy Jiuming Liu Ruiji Yu Yian Wang Yu Zheng Tianchen Deng Weicai Ye Hesheng Wang 100 48 0 11 Mar 2024
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Weibin Liao Yinghao Zhu Xinyuan Wang Cehngwei Pan Yasha Wang Liantao Ma Mamba 73 68 0 08 Mar 2024
Point Cloud Mamba: Point Cloud Learning via State Space Model Tao Zhang Xiangtai Li Haobo Yuan Shunping Ji Shuicheng Yan 88 22 0 01 Mar 2024
MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation Jiahao Huang Liutao Yang Fanwen Wang Yang Nan Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb Daoqiang Zhang Guang Yang Mamba 75 14 0 28 Feb 2024
Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation Ziyang Wang Chao Ma Mamba 64 30 0 16 Feb 2024
PointMamba: A Simple State Space Model for Point Cloud Analysis Dingkang Liang Xin Zhou Wei Xu Xingkui Zhu Zhikang Zou Xiaoqing Ye Xinyu Wang Xiang Bai 167 100 0 16 Feb 2024
P-Mamba: Marrying Perona Malik Diffusion with Mamba for Efficient Pediatric Echocardiographic Left Ventricular Segmentation Zi Ye Tianxiang Chen Fangyijie Wang Hanwei Zhang Lijun Zhang Mamba 116 21 0 13 Feb 2024
Resurrecting Recurrent Neural Networks for Long Sequences Antonio Orvieto Samuel L. Smith Albert Gu Anushan Fernando Çağlar Gülçehre Razvan Pascanu Soham De 328 297 0 11 Mar 2023
Efficient Movie Scene Detection using State-Space Transformers Md. Mohaiminul Islam Mahmudul Hasan Kishan Athrey Tony Braskich Gedas Bertasius ViT 59 45 0 29 Dec 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 84 148 0 03 Nov 2022
What Makes Convolutional Models Great on Long Sequence Modeling? Yuhong Li Tianle Cai Yi Zhang De-huai Chen Debadeepta Dey VLM 94 98 0 17 Oct 2022
Diagonal State Spaces are as Effective as Structured State Spaces Ankit Gupta Albert Gu Jonathan Berant 119 311 0 27 Mar 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 186 5,213 0 10 Jan 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 123 1,135 0 04 Jan 2022
MetaFormer Is Actually What You Need for Vision Weihao Yu Mi Luo Pan Zhou Chenyang Si Yichen Zhou Xinchao Wang Jiashi Feng Shuicheng Yan 173 914 0 22 Nov 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 83 331 0 07 Sep 2021
PVT v2: Improved Baselines with Pyramid Vision Transformer Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT AI4TS 122 1,676 0 25 Jun 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 141 2,922 0 12 May 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 225 2,168 0 29 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 467 21,603 0 25 Mar 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 260 926 0 16 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 391 2,064 0 09 Feb 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 389 6,805 0 23 Dec 2020