| An Efficient and Mixed Heterogeneous Model for Image Restoration | Apr 15, 2025 | Image RestorationMamba | CodeCode Available | 2 |
| ViM-UNet: Vision Mamba for Biomedical Segmentation | Apr 11, 2024 | Instance SegmentationMamba | CodeCode Available | 2 |
| CDMamba: Incorporating Local Clues into Mamba for Remote Sensing Image Binary Change Detection | Jun 6, 2024 | Change DetectionMamba | CodeCode Available | 2 |
| Forgetting Transformer: Softmax Attention with a Forget Gate | Mar 3, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| GroupMamba: Efficient Group-Based Visual State Space Model | Jul 18, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| VMRNN: Integrating Vision Mamba and LSTM for Efficient and Accurate Spatiotemporal Forecasting | Mar 25, 2024 | Mamba | CodeCode Available | 2 |
| NetMamba: Efficient Network Traffic Classification via Pre-training Unidirectional Mamba | May 19, 2024 | ClassificationFew-Shot Learning | CodeCode Available | 2 |
| Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement | May 6, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 2 |
| TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state | May 27, 2025 | MambaTime Series | CodeCode Available | 2 |
| Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data | Feb 8, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| Cardiovascular Disease Detection from Multi-View Chest X-rays with BI-Mamba | May 28, 2024 | Computed Tomography (CT)GPU | CodeCode Available | 1 |
| MECG-E: Mamba-based ECG Enhancer for Baseline Wander Removal | Sep 27, 2024 | DenoisingDiagnostic | CodeCode Available | 1 |
| MatIR: A Hybrid Mamba-Transformer Image Restoration Model | Jan 30, 2025 | Computational EfficiencyImage Inpainting | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Anticipation | Jan 15, 2025 | Mamba | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| MM-Tracker: Motion Mamba with Margin Loss for UAV-platform Multiple Object Tracking | Jul 15, 2024 | MambaMultiple Object Tracking | CodeCode Available | 1 |
| MD-Dose: A diffusion model based on the Mamba for radiation dose prediction | Mar 13, 2024 | DenoisingMamba | CodeCode Available | 1 |
| Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes | Apr 2, 2025 | MambaSaliency Prediction | CodeCode Available | 1 |
| MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation | Dec 2, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 1 |
| AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation | May 5, 2024 | Lesion SegmentationMamba | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| ECMamba: Consolidating Selective State Space Model with Retinex Guidance for Efficient Multiple Exposure Correction | Oct 28, 2024 | Exposure CorrectionMamba | CodeCode Available | 1 |
| MambaTab: A Plug-and-Play Model for Learning Tabular Data | Jan 16, 2024 | ClassificationMamba | CodeCode Available | 1 |
| BrainMAP: Learning Multiple Activation Pathways in Brain Networks | Dec 23, 2024 | MambaMixture-of-Experts | CodeCode Available | 1 |
| Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation | Apr 24, 2025 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| Dynamic Vision Mamba | Apr 7, 2025 | Mamba | CodeCode Available | 1 |
| MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object Detection | Oct 19, 2024 | Mambaobject-detection | CodeCode Available | 1 |
| Mamba or Transformer for Time Series Forecasting? Mixture of Universals (MoU) Is All You Need | Aug 28, 2024 | AllMamba | CodeCode Available | 1 |
| FindRec: Stein-Guided Entropic Flow for Multi-Modal Sequential Recommendation | Jul 7, 2025 | MambaRecommendation Systems | CodeCode Available | 1 |
| MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba | Nov 6, 2024 | Mambaparameter-efficient fine-tuning | CodeCode Available | 1 |
| Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing | Aug 4, 2024 | Mamba | CodeCode Available | 1 |
| A Mamba-based Siamese Network for Remote Sensing Change Detection | Jul 8, 2024 | Change DetectionDecision Making | CodeCode Available | 1 |
| MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking | Aug 15, 2024 | MambaRgb-T Tracking | CodeCode Available | 1 |
| EDMB: Edge Detector with Mamba | Jan 8, 2025 | Edge DetectionMamba | CodeCode Available | 1 |
| DuplexMamba: Enhancing Real-time Speech Conversations with Duplex and Streaming Capabilities | Feb 16, 2025 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation | Aug 15, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| All-Day Multi-Camera Multi-Target Tracking | Jan 1, 2025 | AllMamba | CodeCode Available | 1 |
| MambaLRP: Explaining Selective State Space Sequence Models | Jun 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Dual Hyperspectral Mamba for Efficient Spectral Compressive Imaging | Jun 1, 2024 | Mamba | CodeCode Available | 1 |
| Mamba meets crack segmentation | Jul 22, 2024 | Crack SegmentationMamba | CodeCode Available | 1 |
| Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion | Sep 15, 2024 | Mamba | CodeCode Available | 1 |
| Efficient Self-Supervised Video Hashing with Selective State Spaces | Dec 19, 2024 | DecoderMamba | CodeCode Available | 1 |
| From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation | Mar 3, 2025 | BenchmarkingComputational Efficiency | CodeCode Available | 1 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation | Jan 1, 2025 | Action AnticipationMamba | CodeCode Available | 1 |
| MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection | Jan 18, 2024 | Mambaobject-detection | CodeCode Available | 1 |
| Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient | Oct 11, 2024 | MambaModel-based Reinforcement Learning | CodeCode Available | 1 |
| Does Transformer Interpretability Transfer to RNNs? | Apr 9, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Lightweight and Effective Image Tampering Localization Network with Vision Mamba | Feb 14, 2025 | DecoderMamba | CodeCode Available | 1 |