awesome-vision-mamba-models
github.com/ruixxxx/awesome-vision-mamba-models ↗[Official Repo] Visual Mamba: A Survey and New Outlooks
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Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
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Installation instructions →What's inside
Vision Application
- AAAI 2025Image
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network
- AAAI 2025Video
Exploring Enhanced Contextual Information for Video-Level Object Tracking
- AAAI 2025Multi-Modal
MUSE: Mamba is Efficient Multi-scale Learner for Text-video Retrieval
- AAAI 2025Image
Mamba YOLO: A Simple Baseline for Object Detection with State Space Model
- AAAI 2025Image
ZeroMamba: Exploring Visual State Space Model for Zero-Shot Learning
- AAAI 2025Point Cloud
SMamba: Sparse Mamba for Event-based Object Detection
Other Domains
- AAAI 2025Graph Learning
BrainMAP: Learning Multiple Activation Pathways in Brain Networks
- AAAI 2025Reinforcement Learning
GLAM: Global-Local Variation Awareness in Mamba-based World Model
- AAAI 2025Audio
BSDB-Net: Band-Split Dual-Branch Network with Selective State Spaces Mechanism for Monaural Speech Enhancement
- 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 2026Graph Learning
Dual Mamba for Node-Specific Representation Learning: Tackling Over-Smoothing with Selective State Space Modeling
Visual Mamba Backbone Networks
- AAAI 2025
SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks
- AAAI 2025
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba
- 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
GroupMamba: Parameter-Efficient and Accurate Group Visual State Space Model
- CVPR 2025
MambaVision: A Hybrid Mamba-Transformer Vision Backbone
Valuable Insights
Related Survey
- ACM TIST 2026
A Survey of Mamba
- Applied Sciences 2024
A Survey on Visual Mamba
Mamba
- COLM 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces
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