| Visual Mamba: A Survey and New Outlooks | Apr 29, 2024 | MambaSurvey | CodeCode Available | 4 | 5 |
| Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation | Feb 11, 2024 | Cardiac SegmentationContrastive Learning | CodeCode Available | 4 | 5 |
| A Survey on Visual Mamba | Apr 24, 2024 | Image RegistrationImage Restoration | CodeCode Available | 4 | 5 |
| Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference | Mar 21, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| RS-Mamba for Large Remote Sensing Image Dense Prediction | Apr 3, 2024 | Building change detection for remote sensing imagesChange Detection | CodeCode Available | 3 | 5 |
| Audio-visual Controlled Video Diffusion with Masked Selective State Spaces Modeling for Natural Talking Head Generation | Apr 3, 2025 | MambaTalking Head Generation | CodeCode Available | 3 | 5 |
| PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition | Mar 26, 2024 | Image ClassificationInstance Segmentation | CodeCode Available | 3 | 5 |
| RSMamba: Remote Sensing Image Classification with State Space Model | Mar 28, 2024 | Classificationimage-classification | CodeCode Available | 3 | 5 |
| MobileMamba: Lightweight Multi-Receptive Visual Mamba Network | Nov 24, 2024 | GPUMamba | CodeCode Available | 3 | 5 |
| MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts | Jan 8, 2024 | MambaMixture-of-Experts | CodeCode Available | 3 | 5 |
| Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis | Jun 5, 2024 | MambaMedical Image Analysis | CodeCode Available | 3 | 5 |
| FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba | Apr 15, 2024 | Infrared And Visible Image FusionMamba | CodeCode Available | 3 | 5 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 | 5 |
| Mambular: A Sequential Model for Tabular Deep Learning | Aug 12, 2024 | Deep LearningMamba | CodeCode Available | 3 | 5 |
| On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning | Nov 26, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 3 | 5 |
| DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis | May 23, 2024 | Image GenerationMamba | CodeCode Available | 3 | 5 |
| MambaGlue: Fast and Robust Local Feature Matching With Mamba | Feb 1, 2025 | Mamba | CodeCode Available | 3 | 5 |
| LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via a Hybrid Architecture | Sep 4, 2024 | GPUMamba | CodeCode Available | 3 | 5 |
| LocalMamba: Visual State Space Model with Windowed Selective Scan | Mar 14, 2024 | MambaState Space Models | CodeCode Available | 3 | 5 |
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection | Apr 9, 2024 | Anomaly DetectionDecoder | CodeCode Available | 3 | 5 |
| EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba | Mar 15, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| LION: Linear Group RNN for 3D Object Detection in Point Clouds | Jul 25, 2024 | 3D Object DetectionLong-range modeling | CodeCode Available | 3 | 5 |
| BlackMamba: Mixture of Experts for State-Space Models | Feb 1, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| Is Mamba Effective for Time Series Forecasting? | Mar 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 | 5 |
| An Investigation of Incorporating Mamba for Speech Enhancement | May 10, 2024 | MambaSpeech Enhancement | CodeCode Available | 3 | 5 |
