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[Official Repo] Visual Mamba: A Survey and New Outlooks

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MambaRelated SurveyVisual Mamba Backbone NetworksVision ApplicationValuable InsightsOther Domains

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What's inside

Vision Application

  • AAAI 2025Video

    Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence

  • AAAI 2025Multi-Modal

    H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving

  • AAAI 2025Video

    Exploring Enhanced Contextual Information for Video-Level Object Tracking

  • AAAI 2025Multi-Modal

    LOMA: Language-assisted Semantic Occupancy Network via Triplane Mamba

  • AAAI 2025Multi-Modal

    Light-T2M: A Lightweight and Fast Model for Text-to-motion Generation

  • AAAI 2025Point Cloud

    SMamba: Sparse Mamba for Event-based Object Detection

Visual Mamba Backbone Networks

  • AAAI 2025

    EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba

  • AAAI 2025

    SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks

  • AAAI 2026

    2D-CrossScan Mamba: Enhancing State Space Models with Spatially Consistent Multi-Path 2D Information Propagation

  • BMVC 2024

    PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition

  • CVPR 2025

    GG-SSMs: Graph-Generating State Space Models

  • CVPR 2025

    Mamba-Adaptor: State Space Model Adaptor for Visual Recognition

Other Domains

  • AAAI 2025Graph Learning

    DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models

  • AAAI 2025Graph Learning

    MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights

  • AAAI 2025Audio

    BSDB-Net: Band-Split Dual-Branch Network with Selective State Spaces Mechanism for Monaural Speech Enhancement

  • AAAI 2025Reinforcement Learning

    GLAM: Global-Local Variation Awareness in Mamba-based World Model

  • AAAI 2025Graph Learning

    BrainMAP: Learning Multiple Activation Pathways in Brain Networks

  • AAAI 2026Graph Learning

    Dual Mamba for Node-Specific Representation Learning: Tackling Over-Smoothing with Selective State Space Modeling

Valuable Insights

  • ACL 2025

    Mamba Knockout for Unraveling Factual Information Flow

  • ACL 2025

    The Hidden Attention of Mamba Models

  • CVPR 2025

    MambaOut: Do We Really Need Mamba for Vision?

Related Survey

Mamba

  • COLM 2024

    Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Showing a sample of 675 resources. View the full list on GitHub →