| Samba: A Unified Mamba-based Framework for General Salient Object Detection | Jan 1, 2025 | Mambaobject-detection | CodeCode Available | 2 |
| ACL: Activating Capability of Linear Attention for Image Restoration | Jan 1, 2025 | Computational EfficiencyImage Restoration | —Unverified | 0 |
| ALIEN: Implicit Neural Representations for Human Motion Prediction under Arbitrary Latency | Jan 1, 2025 | Human motion predictionMamba | —Unverified | 0 |
| LMO: Linear Mamba Operator for MRI Reconstruction | Jan 1, 2025 | MambaMRI Reconstruction | CodeCode Available | 0 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation | Jan 1, 2025 | Action AnticipationMamba | CodeCode Available | 1 |
| Pseudo Visible Feature Fine-Grained Fusion for Thermal Object Detection | Jan 1, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| Mamba-Reg: Vision Mamba Also Needs Registers | Jan 1, 2025 | MambaSemantic Segmentation | —Unverified | 0 |
| Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration | Jan 1, 2025 | MambaVideo Restoration | CodeCode Available | 1 |
| All-Day Multi-Camera Multi-Target Tracking | Jan 1, 2025 | AllMamba | CodeCode Available | 1 |
| LC-Mamba: Local and Continuous Mamba with Shifted Windows for Frame Interpolation | Jan 1, 2025 | Mamba | CodeCode Available | 1 |
| TSP-Mamba: The Travelling Salesman Problem Meets Mamba for Image Super-resolution and Beyond | Jan 1, 2025 | Image Super-ResolutionMamba | —Unverified | 0 |
| Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model | Jan 1, 2025 | Brain Tumor SegmentationMamba | —Unverified | 0 |
| Hierarchical Gaussian Mixture Model Splatting for Efficient and Part Controllable 3D Generation | Jan 1, 2025 | 3D GenerationMamba | —Unverified | 0 |
| Segmenting Maxillofacial Structures in CBCT Volumes | Jan 1, 2025 | AnatomyBenchmarking | —Unverified | 0 |
| Self-supervised ControlNet with Spatio-Temporal Mamba for Real-world Video Super-resolution | Jan 1, 2025 | Contrastive LearningMamba | —Unverified | 0 |
| Reasoning Mamba: Hypergraph-Guided Region Relation Calculating for Weakly Supervised Affordance Grounding | Jan 1, 2025 | Human-Object Interaction DetectionMamba | —Unverified | 0 |
| Exploring Historical Information for RGBE Visual Tracking with Mamba | Jan 1, 2025 | DecoderLong-range modeling | —Unverified | 0 |
| Event-based Video Super-Resolution via State Space Models | Jan 1, 2025 | MambaState Space Models | —Unverified | 0 |
| Percept, Memory, and Imagine: World Feature Simulating for Open-Domain Unknown Object Detection | Jan 1, 2025 | Mambaobject-detection | CodeCode Available | 0 |
| Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency | Jan 1, 2025 | Causal InferenceMamba | —Unverified | 0 |
| DefMamba: Deformable Visual State Space Model | Jan 1, 2025 | Computational Efficiencyimage-classification | —Unverified | 0 |
| Parameterized Blur Kernel Prior Learning for Local Motion Deblurring | Jan 1, 2025 | DeblurringMamba | —Unverified | 0 |
| SuperLightNet: Lightweight Parameter Aggregation Network for Multimodal Brain Tumor Segmentation | Jan 1, 2025 | Brain Tumor SegmentationBraTS2021 | CodeCode Available | 0 |
| HCMA-UNet: A Hybrid CNN-Mamba UNet with Axial Self-Attention for Efficient Breast Cancer Segmentation | Jan 1, 2025 | Computational EfficiencyLesion Segmentation | CodeCode Available | 1 |
| PTQ4VM: Post-Training Quantization for Visual Mamba | Dec 29, 2024 | MambaQuantization | CodeCode Available | 1 |
| MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing | Dec 28, 2024 | GPUMamba | —Unverified | 0 |
| STNMamba: Mamba-based Spatial-Temporal Normality Learning for Video Anomaly Detection | Dec 28, 2024 | Anomaly DetectionMamba | —Unverified | 0 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | Dec 28, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| DepthMamba with Adaptive Fusion | Dec 28, 2024 | Autonomous DrivingDepth Estimation | —Unverified | 0 |
| Completion as Enhancement: A Degradation-Aware Selective Image Guided Network for Depth Completion | Dec 26, 2024 | Depth CompletionMamba | —Unverified | 0 |
| U-Mamba-Net: A highly efficient Mamba-based U-net style network for noisy and reverberant speech separation | Dec 24, 2024 | feature selectionMamba | —Unverified | 0 |
| COMO: Cross-Mamba Interaction and Offset-Guided Fusion for Multimodal Object Detection | Dec 24, 2024 | MambaObject | —Unverified | 0 |
| Exploring Graph Mamba: A Comprehensive Survey on State-Space Models for Graph Learning | Dec 24, 2024 | Graph EmbeddingGraph Learning | —Unverified | 0 |
| BrainMAP: Learning Multiple Activation Pathways in Brain Networks | Dec 23, 2024 | MambaMixture-of-Experts | CodeCode Available | 1 |
| VarAD: Lightweight High-Resolution Image Anomaly Detection via Visual Autoregressive Modeling | Dec 23, 2024 | Anomaly DetectionMamba | CodeCode Available | 1 |
| Trusted Mamba Contrastive Network for Multi-View Clustering | Dec 21, 2024 | ClusteringContrastive Learning | CodeCode Available | 1 |
| ViM-Disparity: Bridging the Gap of Speed, Accuracy and Memory for Disparity Map Generation | Dec 21, 2024 | Mamba | CodeCode Available | 0 |
| MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights | Dec 21, 2024 | Drug DesignMamba | CodeCode Available | 1 |
| From Pixels to Gigapixels: Bridging Local Inductive Bias and Long-Range Dependencies with Pixel-Mamba | Dec 21, 2024 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement | Dec 21, 2024 | Mamba | CodeCode Available | 2 |
| Lillama: Large Language Models Compression via Low-Rank Feature Distillation | Dec 21, 2024 | GPUMamba | —Unverified | 0 |
| Mamba-based Deep Learning Approaches for Sleep Staging on a Wireless Multimodal Wearable System without Electroencephalography | Dec 20, 2024 | EEGElectrocardiography (ECG) | —Unverified | 0 |
| BabyHGRN: Exploring RNNs for Sample-Efficient Training of Language Models | Dec 20, 2024 | Knowledge DistillationLanguage Modeling | —Unverified | 0 |
| Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation | Dec 20, 2024 | DenoisingImage Denoising | CodeCode Available | 1 |
| Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking | Dec 20, 2024 | MambaObject Tracking | CodeCode Available | 2 |
| Efficient Self-Supervised Video Hashing with Selective State Spaces | Dec 19, 2024 | DecoderMamba | CodeCode Available | 1 |
| S^3-Mamba: Small-Size-Sensitive Mamba for Lesion Segmentation | Dec 19, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 0 |
| State Space Models are Strong Text Rerankers | Dec 18, 2024 | Long-Context UnderstandingMamba | —Unverified | 0 |
| Robust Tracking via Mamba-based Context-aware Token Learning | Dec 18, 2024 | Mamba | CodeCode Available | 1 |
| MambaLCT: Boosting Tracking via Long-term Context State Space Model | Dec 18, 2024 | MambaObject Tracking | CodeCode Available | 1 |