| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 |
| MambaGlue: Fast and Robust Local Feature Matching With Mamba | Feb 1, 2025 | Mamba | CodeCode Available | 3 |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures | Mar 3, 2025 | Crack SegmentationMamba | CodeCode Available | 3 |
| CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction | Jan 2, 2025 | MambaState Space Models | CodeCode Available | 3 |
| Harnessing Temporal Causality for Advanced Temporal Action Detection | Jul 25, 2024 | Action DetectionAction Recognition | CodeCode Available | 3 |
| RS-Mamba for Large Remote Sensing Image Dense Prediction | Apr 3, 2024 | Building change detection for remote sensing imagesChange Detection | CodeCode Available | 3 |
| Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces | Feb 1, 2024 | Computational EfficiencyGPU | CodeCode Available | 3 |
| STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model | Mar 19, 2024 | Computational EfficiencyGraph Learning | CodeCode Available | 3 |
| RSMamba: Remote Sensing Image Classification with State Space Model | Mar 28, 2024 | Classificationimage-classification | CodeCode Available | 3 |
| Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation | Apr 5, 2024 | DecoderMamba | CodeCode Available | 3 |
| PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition | Mar 26, 2024 | Image ClassificationInstance Segmentation | CodeCode Available | 3 |
| An Investigation of Incorporating Mamba for Speech Enhancement | May 10, 2024 | MambaSpeech Enhancement | CodeCode Available | 3 |
| MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts | Jan 8, 2024 | MambaMixture-of-Experts | CodeCode Available | 3 |
| Mambular: A Sequential Model for Tabular Deep Learning | Aug 12, 2024 | Deep LearningMamba | CodeCode Available | 3 |
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting | Apr 23, 2024 | MambaTime Series | CodeCode Available | 3 |
| SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series | Mar 22, 2024 | Inductive BiasMamba | CodeCode Available | 3 |
| Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling | Mar 5, 2024 | Mamba | CodeCode Available | 3 |
| MobileMamba: Lightweight Multi-Receptive Visual Mamba Network | Nov 24, 2024 | GPUMamba | CodeCode Available | 3 |
| FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba | Apr 15, 2024 | Infrared And Visible Image FusionMamba | CodeCode Available | 3 |
| On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning | Nov 26, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 3 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 |
| Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference | Mar 21, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| Evaluating Quantized Large Language Models | Feb 28, 2024 | MambaQuantization | CodeCode Available | 2 |
| EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation | Sep 26, 2024 | Image SegmentationMamba | CodeCode Available | 2 |
| EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records | May 23, 2024 | Mamba | CodeCode Available | 2 |
| Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking | Dec 20, 2024 | MambaObject Tracking | CodeCode Available | 2 |
| MambaPro: Multi-Modal Object Re-Identification with Mamba Aggregation and Synergistic Prompt | Dec 14, 2024 | MambaObject | CodeCode Available | 2 |
| MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology | Mar 11, 2024 | MambaMultiple Instance Learning | CodeCode Available | 2 |
| EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality | Nov 22, 2024 | Efficient Neural NetworkImage Classification | CodeCode Available | 2 |
| MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration | Jan 25, 2024 | Computed Tomography (CT)Image Registration | CodeCode Available | 2 |
| Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement | Aug 2, 2024 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 2 |
| Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data | Feb 8, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| Mamba-R: Vision Mamba ALSO Needs Registers | May 23, 2024 | MambaSemantic Segmentation | CodeCode Available | 2 |
| Mamba in Vision: A Comprehensive Survey of Techniques and Applications | Oct 4, 2024 | MambaState Space Models | CodeCode Available | 2 |
| Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification | May 20, 2024 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 2 |
| AceVFI: A Comprehensive Survey of Advances in Video Frame Interpolation | Jun 1, 2025 | MambaMotion Compensation | CodeCode Available | 2 |
| Mamba in Speech: Towards an Alternative to Self-Attention | May 21, 2024 | MambaSpeech Enhancement | CodeCode Available | 2 |
| DVMSR: Distillated Vision Mamba for Efficient Super-Resolution | May 5, 2024 | Image Super-ResolutionLong-range modeling | CodeCode Available | 2 |
| Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation | Mar 27, 2024 | MambaSpeech Separation | CodeCode Available | 2 |
| MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection | Jul 6, 2025 | 3D Object DetectionAttribute | CodeCode Available | 2 |
| MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion | Apr 12, 2024 | Image ReconstructionMamba | CodeCode Available | 2 |
| EAMamba: Efficient All-Around Vision State Space Model for Image Restoration | Jun 27, 2025 | AllDeblurring | CodeCode Available | 2 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 |
| MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification | Jan 9, 2025 | ClassificationHyperspectral Image Classification | CodeCode Available | 2 |
| Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction | Sep 26, 2024 | MambaPrediction | CodeCode Available | 2 |
| Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement | Dec 21, 2024 | Mamba | CodeCode Available | 2 |
| Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation | Apr 4, 2025 | Domain GeneralizationMamba | CodeCode Available | 2 |
| Autoregressive Pretraining with Mamba in Vision | Jun 11, 2024 | Mamba | CodeCode Available | 2 |
| AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space models | Nov 11, 2024 | Audio Super-ResolutionGPU | CodeCode Available | 2 |
| DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention | May 28, 2024 | GPUMamba | CodeCode Available | 2 |
