| 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 |
| SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning | Mar 3, 2025 | DecoderImage Segmentation | CodeCode Available | 0 |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures | Mar 3, 2025 | Crack SegmentationMamba | CodeCode Available | 3 |
| LightEndoStereo: A Real-time Lightweight Stereo Matching Method for Endoscopy Images | Mar 2, 2025 | MambaStereo Matching | CodeCode Available | 1 |
| 2DMCG:2DMambawith Change Flow Guidance for Change Detection in Remote Sensing | Mar 1, 2025 | Change DetectionMamba | —Unverified | 0 |
| A Quantum-Empowered SPEI Drought Forecasting Algorithm Using Spatially-Aware Mamba Network | Feb 28, 2025 | Mamba | —Unverified | 0 |
| Mixmamba-fewshot: mamba and attention mixer-based method with few-shot learning for bearing fault diagnosis | Feb 27, 2025 | ClassificationDiagnostic | CodeCode Available | 1 |
| Thinking Slow, Fast: Scaling Inference Compute with Distilled Reasoners | Feb 27, 2025 | MambaMathematical Reasoning | —Unverified | 0 |
| EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-training | Feb 26, 2025 | MambaRepresentation Learning | CodeCode Available | 1 |
| EEGM2: An Efficient Mamba-2-Based Self-Supervised Framework for Long-Sequence EEG Modeling | Feb 25, 2025 | EEGElectroencephalogram (EEG) | —Unverified | 0 |