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| CENet: Context Enhancement Network for Medical Image Segmentation | May 23, 2025 | DecoderImage Segmentation | CodeCode Available | 1 |
| OpenSeg-R: Improving Open-Vocabulary Segmentation via Step-by-Step Visual Reasoning | May 22, 2025 | Open Vocabulary Panoptic SegmentationOpen Vocabulary Semantic Segmentation | CodeCode Available | 1 |
| UWSAM: Segment Anything Model Guided Underwater Instance Segmentation and A Large-scale Benchmark Dataset | May 21, 2025 | Instance SegmentationKnowledge Distillation | 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 |
| Unlocking the Power of SAM 2 for Few-Shot Segmentation | May 20, 2025 | SegmentationVideo Segmentation | CodeCode Available | 1 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| DC-Seg: Disentangled Contrastive Learning for Brain Tumor Segmentation with Missing Modalities | May 17, 2025 | Brain Tumor SegmentationContrastive Learning | CodeCode Available | 1 |
| ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term Tracking | May 13, 2025 | DiversityMamba | CodeCode Available | 1 |
| Histo-Miner: Deep Learning based Tissue Features Extraction Pipeline from H&E Whole Slide Images of Cutaneous Squamous Cell Carcinoma | May 7, 2025 | Segmentationwhole slide images | CodeCode Available | 1 |
