| Res-VMamba: Fine-Grained Food Category Visual Classification Using Selective State Space Models with Deep Residual Learning | Feb 24, 2024 | ClassificationFine-Grained Image Recognition | CodeCode Available | 2 |
| Pan-Mamba: Effective pan-sharpening with State Space Model | Feb 19, 2024 | MambaPansharpening | CodeCode Available | 2 |
| Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data | Feb 8, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| U-shaped Vision Mamba for Single Image Dehazing | Feb 6, 2024 | Image DehazingImage Restoration | CodeCode Available | 2 |
| nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model | Feb 5, 2024 | 3D Medical Imaging SegmentationImage Segmentation | 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 |
| Vivim: a Video Vision Mamba for Medical Video Segmentation | Jan 25, 2024 | Lesion SegmentationMamba | CodeCode Available | 2 |
| Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model | Jan 17, 2024 | GPUImage Classification | CodeCode Available | 2 |
| U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation | Jan 9, 2024 | Cell SegmentationImage Segmentation | CodeCode Available | 2 |
| One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts | Dec 28, 2023 | AllAnatomy | CodeCode Available | 2 |
| Differential Mamba | Jul 8, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| LangMamba: A Language-driven Mamba Framework for Low-dose CT Denoising with Vision-language Models | Jul 8, 2025 | DenoisingDiagnostic | CodeCode Available | 1 |
| FindRec: Stein-Guided Entropic Flow for Multi-Modal Sequential Recommendation | Jul 7, 2025 | MambaRecommendation Systems | CodeCode Available | 1 |
| Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking | Jun 30, 2025 | MambaObject Tracking | CodeCode Available | 1 |
| DART: Differentiable Dynamic Adaptive Region Tokenizer for Vision Transformer and Mamba | Jun 12, 2025 | Mamba | CodeCode Available | 1 |
| KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting | Jun 10, 2025 | Computational EfficiencyMamba | CodeCode Available | 1 |
| InceptionMamba: An Efficient Hybrid Network with Large Band Convolution and Bottleneck Mamba | Jun 10, 2025 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models | May 23, 2025 | MambaTime Series Classification | CodeCode Available | 1 |
| JanusDNA: A Powerful Bi-directional Hybrid DNA Foundation Model | May 22, 2025 | GPULong-range modeling | CodeCode Available | 1 |
| RLBenchNet: The Right Network for the Right Reinforcement Learning Task | May 21, 2025 | continuous-controlContinuous Control | CodeCode Available | 1 |
| SAMA-UNet: Enhancing Medical Image Segmentation with Self-Adaptive Mamba-Like Attention and Causal-Resonance Learning | May 21, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion Segmentation | May 15, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term Tracking | May 13, 2025 | DiversityMamba | CodeCode Available | 1 |
| Overflow Prevention Enhances Long-Context Recurrent LLMs | May 12, 2025 | Mamba | CodeCode Available | 1 |
| WDMamba: When Wavelet Degradation Prior Meets Vision Mamba for Image Dehazing | May 7, 2025 | Image DehazingMamba | CodeCode Available | 1 |
| Mamba-Diffusion Model with Learnable Wavelet for Controllable Symbolic Music Generation | May 6, 2025 | Image GenerationMamba | 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 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 |
| WeatherGen: A Unified Diverse Weather Generator for LiDAR Point Clouds via Spider Mamba Diffusion | Apr 18, 2025 | Contrastive LearningDenoising | CodeCode Available | 1 |
| U-Shape Mamba: State Space Model for faster diffusion | Apr 18, 2025 | DecoderImage Generation | CodeCode Available | 1 |
| RadMamba: Efficient Human Activity Recognition through Radar-based Micro-Doppler-Oriented Mamba State-Space Model | Apr 16, 2025 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 1 |
| Change State Space Models for Remote Sensing Change Detection | Apr 15, 2025 | Change DetectionComputational Efficiency | CodeCode Available | 1 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 |
| Dynamic Vision Mamba | Apr 7, 2025 | Mamba | 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 |
| Exploring Temporal Dynamics in Event-based Eye Tracker | Mar 31, 2025 | Mamba | CodeCode Available | 1 |
| VADMamba: Exploring State Space Models for Fast Video Anomaly Detection | Mar 27, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 |
| Exploiting Temporal State Space Sharing for Video Semantic Segmentation | Mar 26, 2025 | MambaSemantic Segmentation | CodeCode Available | 1 |
| Mamba-3D as Masked Autoencoders for Accurate and Data-Efficient Analysis of Medical Ultrasound Videos | Mar 26, 2025 | DiagnosticMamba | CodeCode Available | 1 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| M3Net: Multimodal Multi-task Learning for 3D Detection, Segmentation, and Occupancy Prediction in Autonomous Driving | Mar 23, 2025 | Autonomous DrivingDecoder | CodeCode Available | 1 |
| Auto-Regressive Diffusion for Generating 3D Human-Object Interactions | Mar 21, 2025 | Human-Object Interaction DetectionMamba | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| Trajectory Mamba: Efficient Attention-Mamba Forecasting Model Based on Selective SSM | Mar 13, 2025 | Autonomous DrivingDecoder | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| M^3amba: CLIP-driven Mamba Model for Multi-modal Remote Sensing Classification | Mar 9, 2025 | Computational EfficiencyHyperspectral Image Classification | CodeCode Available | 1 |
| XFMamba: Cross-Fusion Mamba for Multi-View Medical Image Classification | Mar 4, 2025 | Classificationimage-classification | 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 |
| LightEndoStereo: A Real-time Lightweight Stereo Matching Method for Endoscopy Images | Mar 2, 2025 | MambaStereo Matching | CodeCode Available | 1 |
