| GroupMamba: Efficient Group-Based Visual State Space Model | Jul 18, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 |
| AceVFI: A Comprehensive Survey of Advances in Video Frame Interpolation | Jun 1, 2025 | MambaMotion Compensation | CodeCode Available | 2 |
| Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba | Jul 12, 2024 | 3D Hand Pose EstimationMamba | CodeCode Available | 2 |
| Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model | May 23, 2024 | MambaState Space Models | CodeCode Available | 2 |
| Hydra: Bidirectional State Space Models Through Generalized Matrix Mixers | Jul 13, 2024 | MambaState Space Models | CodeCode Available | 2 |
| MiM-ISTD: Mamba-in-Mamba for Efficient Infrared Small Target Detection | Mar 4, 2024 | GPUMamba | CodeCode Available | 2 |
| HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation | Aug 21, 2024 | Image SegmentationMamba | CodeCode Available | 2 |
| H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation | Mar 20, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| OmniMamba: Efficient and Unified Multimodal Understanding and Generation via State Space Models | Mar 11, 2025 | GPUMamba | 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 |
| Multimodal Mamba: Decoder-only Multimodal State Space Model via Quadratic to Linear Distillation | Feb 18, 2025 | DecoderGPU | CodeCode Available | 2 |
| OverlapMamba: Novel Shift State Space Model for LiDAR-based Place Recognition | May 13, 2024 | Decision MakingLoop Closure Detection | 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 |
| MAMCA -- Optimal on Accuracy and Efficiency for Automatic Modulation Classification with Extended Signal Length | May 18, 2024 | DenoisingGPU | CodeCode Available | 2 |
| FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining | Apr 15, 2024 | MambaRain Removal | CodeCode Available | 2 |
| Forgetting Transformer: Softmax Attention with a Forget Gate | Mar 3, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| MaTVLM: Hybrid Mamba-Transformer for Efficient Vision-Language Modeling | Mar 17, 2025 | GPULanguage Modeling | CodeCode Available | 2 |
| DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic States | Oct 8, 2024 | Autonomous DrivingMamba | CodeCode Available | 2 |
| FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space | May 3, 2024 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 2 |
| Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution | May 8, 2024 | Image Super-ResolutionMamba | CodeCode Available | 2 |
| LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation | Mar 12, 2024 | Image SegmentationLong-range modeling | CodeCode Available | 2 |
| Audio Mamba: Bidirectional State Space Model for Audio Representation Learning | Jun 5, 2024 | Audio ClassificationClassification | CodeCode Available | 2 |
| DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark | May 30, 2024 | DeepFake DetectionMamba | CodeCode Available | 2 |
| Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba | May 9, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| Mamba-YOLO-World: Marrying YOLO-World with Mamba for Open-Vocabulary Detection | Sep 13, 2024 | MambaOpen Vocabulary Object Detection | CodeCode Available | 2 |
| Mechanistic Design and Scaling of Hybrid Architectures | Mar 26, 2024 | Mamba | CodeCode Available | 2 |
| Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking | Dec 20, 2024 | MambaObject Tracking | CodeCode Available | 2 |
| MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting | May 26, 2024 | MambaState Space Models | CodeCode Available | 2 |
| DAMamba: Vision State Space Model with Dynamic Adaptive Scan | Feb 18, 2025 | image-classificationImage Classification | CodeCode Available | 2 |
| MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models | Mar 14, 2024 | 3D Face AnimationDiversity | CodeCode Available | 2 |
| MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancement | Jul 1, 2025 | Automatic Speech RecognitionMamba | CodeCode Available | 2 |
| Evaluating Quantized Large Language Models | Feb 28, 2024 | MambaQuantization | CodeCode Available | 2 |
| Mamba-R: Vision Mamba ALSO Needs Registers | May 23, 2024 | MambaSemantic Segmentation | CodeCode Available | 2 |
| Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement | Dec 21, 2024 | Mamba | CodeCode Available | 2 |
| 2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image Classification | Dec 1, 2024 | Computational Efficiencyimage-classification | CodeCode Available | 2 |
| MambaPro: Multi-Modal Object Re-Identification with Mamba Aggregation and Synergistic Prompt | Dec 14, 2024 | MambaObject | CodeCode Available | 2 |
| Mamba-ST: State Space Model for Efficient Style Transfer | Sep 16, 2024 | MambaStyle Transfer | CodeCode Available | 2 |
| Medical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention | Feb 19, 2025 | image-classificationImage Classification | 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 |
| Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction | Sep 26, 2024 | MambaPrediction | CodeCode Available | 2 |
| EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records | May 23, 2024 | Mamba | CodeCode Available | 2 |
| MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology | Mar 11, 2024 | MambaMultiple Instance Learning | CodeCode Available | 2 |
| Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data | Feb 8, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| EAMamba: Efficient All-Around Vision State Space Model for Image Restoration | Jun 27, 2025 | AllDeblurring | CodeCode Available | 2 |
| DVMSR: Distillated Vision Mamba for Efficient Super-Resolution | May 5, 2024 | Image Super-ResolutionLong-range modeling | CodeCode Available | 2 |
| Mamba in Vision: A Comprehensive Survey of Techniques and Applications | Oct 4, 2024 | MambaState Space Models | CodeCode Available | 2 |
| MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification | Jan 9, 2025 | ClassificationHyperspectral Image Classification | CodeCode Available | 2 |