SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series

22 March 2024

Papers citing "SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series"

42 / 42 papers shown

Title
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 X. Li Guangliang Cheng Mamba 80 0 0 01 May 2025
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion Qisai Liu Zhanhong Jiang Joshua R. Waite Chao Liu Aditya Balu S. Sarkar AI4TS 24 0 0 11 Apr 2025
Dynamic Vision Mamba Mengxuan Wu Zekai Li Zhiyuan Liang Moyang Li Xuanlei Zhao ... Xiaojiang Peng Konstantinos N. Plataniotis Kai Wang Wangbo Zhao Yang You Mamba 49 0 0 07 Apr 2025
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements Sijie Xiong Shuqing Liu Cheng Tang Fumiya Okubo Haoling Xiong Atsushi Shimada Mamba AI4TS 57 0 0 02 Apr 2025
vGamba: Attentive State Space Bottleneck for efficient Long-range Dependencies in Visual Recognition Yunusa Haruna A. Lawan Mamba 52 0 0 27 Mar 2025
From S4 to Mamba: A Comprehensive Survey on Structured State Space Models Shriyank Somvanshi Md Monzurul Islam Mahmuda Sultana Mimi Sazzad Bin Bashar Polock Gaurab Chhetri Subasish Das Mamba AI4TS 45 0 0 22 Mar 2025
MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations Hongyu Ke Jack Morris K. Oguchi Xiaofei Cao Yongkang Liu Haoxin Wang Yi Ding Mamba 71 0 0 18 Mar 2025
Global-Aware Monocular Semantic Scene Completion with State Space Models Shijie Li Zhongyao Cheng Rong Li Shuai Li Juergen Gall Xun Xu Xulei Yang 48 0 0 09 Mar 2025
SkelMamba: A State Space Model for Efficient Skeleton Action Recognition of Neurological Disorders N. Martinel Mariano Serrao C. Micheloni 68 1 0 29 Nov 2024
$$\text{S}^{3}$Mamba: Arbitrary-Scale Super-Resolution via Scaleable State Space Model$ $\text{S}^{3}$ Mamba: Arbitrary-Scale Super-Resolution via Scaleable State Space Model Peizhe Xia Long Peng Xin Di Renjing Pei Y. Wang Yang Cao Zheng-jun Zha Mamba 76 1 0 16 Nov 2024
DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation Hao Phung Quan Dao T. Dao Hoang Phan Dimitris Metaxas Anh Tran Mamba 64 3 0 06 Nov 2024
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation Yufeng Jiang Zongxi Li Xiangyan Chen Haoran Xie Jing Cai Mamba 39 1 0 31 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
UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Li Wu Wenbin Pei Jiulong Jiao Qiang Zhang Mamba AI4TS 32 2 0 15 Oct 2024
GlobalMamba: Global Image Serialization for Vision Mamba Chengkun Wang Wenzhao Zheng Jie Zhou Jiwen Lu Mamba 35 0 0 14 Oct 2024
EDCSSM: Edge Detection with Convolutional State Space Model Q. Hong Haoyou Jiang Pingdan Xiao Sichun Du Tao Li 30 0 0 03 Sep 2024
QMambaBSR: Burst Image Super-Resolution with Query State Space Model Xin Di Long Peng Peizhe Xia Wenbo Li Renjing Pei Yang Cao Yang Wang Zheng-Jun Zha 48 6 0 16 Aug 2024
Mambular: A Sequential Model for Tabular Deep Learning Anton Thielmann Manish Kumar Christoph Weisser Arik Reuter Benjamin Säfken Soheila Samiee Mamba LMTD 70 6 0 12 Aug 2024
GroupMamba: Efficient Group-Based Visual State Space Model Abdelrahman M. Shaker Syed Talal Wasim Salman Khan Juergen Gall Fahad Shahbaz Khan Mamba 53 0 0 18 Jul 2024
Towards a theory of learning dynamics in deep state space models Jakub Smékal Jimmy T.H. Smith Michael Kleinman D. Biderman Scott W. Linderman 31 2 0 10 Jul 2024
ViTime: A Visual Intelligence-Based Foundation Model for Time Series Forecasting Luoxiao Yang Yun Wang Xinqi Fan Israel Cohen Jingdong Chen Yue Zhao Zijun Zhang AI4TS 38 5 0 10 Jul 2024
MambaVision: A Hybrid Mamba-Transformer Vision Backbone Ali Hatamizadeh Jan Kautz Mamba 40 56 0 10 Jul 2024
C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Chaolv Zeng Zhanyu Liu Guanjie Zheng Linghe Kong Mamba 41 5 0 08 Jun 2024
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Ali Behrouz Michele Santacatterina Ramin Zabih Mamba AI4TS 40 4 0 06 Jun 2024
Dimba: Transformer-Mamba Diffusion Models Zhengcong Fei Mingyuan Fan Changqian Yu Debang Li Youqiang Zhang Junshi Huang Mamba 56 16 0 03 Jun 2024
ViG: Linear-complexity Visual Sequence Learning with Gated Linear Attention Bencheng Liao Xinggang Wang Lianghui Zhu Qian Zhang Chang Huang 54 4 0 28 May 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Yuxuan Liang AI4TS 37 7 0 25 May 2024
MambaOut: Do We Really Need Mamba for Vision? Weihao Yu Xinchao Wang Mamba 45 48 0 13 May 2024
Vision Mamba: A Comprehensive Survey and Taxonomy Xiao Liu Chenxu Zhang Lei Zhang Mamba 39 25 0 07 May 2024
CLIP-Mamba: CLIP Pretrained Mamba Models with OOD and Hessian Evaluation Weiquan Huang Yifei Shen Yifan Yang Mamba 35 4 0 30 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 43 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
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 43 55 0 02 Apr 2024
Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis Badri N. Patro Suhas Ranganath Vinay P. Namboodiri Vijay Srinivas Agneeswaran 43 2 0 26 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
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Kun Yi Qi Zhang Wei Fan Shoujin Wang Pengyang Wang Hui He Defu Lian Ning An Longbin Cao ZhenDong Niu AI4TS 56 122 0 10 Nov 2023
SpectFormer: Frequency and Attention is what you need in a Vision Transformer Badri N. Patro Vinay P. Namboodiri Vijay Srinivas Agneeswaran ViT 27 47 0 13 Apr 2023
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning Ting Yao Yingwei Pan Yehao Li Chong-Wah Ngo Tao Mei ViT 146 137 0 11 Jul 2022
CMT: Convolutional Neural Networks Meet Vision Transformers Jianyuan Guo Kai Han Han Wu Yehui Tang Chunjing Xu Yunhe Wang Chang Xu ViT 349 500 0 13 Jul 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 271 2,603 0 04 May 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 274 3,622 0 24 Feb 2021