| S^4M: Boosting Semi-Supervised Instance Segmentation with SAM | Apr 7, 2025 | Data AugmentationInstance Segmentation | —Unverified | 0 |
| The 1st Solution for 4th PVUW MeViS Challenge: Unleashing the Potential of Large Multimodal Models for Referring Video Segmentation | Apr 7, 2025 | Inference OptimizationReferring Video Object Segmentation | CodeCode Available | 5 |
| CMaP-SAM: Contraction Mapping Prior for SAM-driven Few-shot Segmentation | Apr 7, 2025 | PositionSegmentation | —Unverified | 0 |
| CALF: A Conditionally Adaptive Loss Function to Mitigate Class-Imbalanced Segmentation | Apr 6, 2025 | Segmentation | —Unverified | 0 |
| Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation | Apr 6, 2025 | Brain Tumor SegmentationImage Segmentation | —Unverified | 0 |
| SAM2MOT: A Novel Paradigm of Multi-Object Tracking by Segmentation | Apr 6, 2025 | Multi-Object TrackingObject | CodeCode Available | 2 |
| UCS: A Universal Model for Curvilinear Structure Segmentation | Apr 5, 2025 | Feature CompressionSegmentation | —Unverified | 0 |
| Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan | Apr 5, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| MedSAM2: Segment Anything in 3D Medical Images and Videos | Apr 4, 2025 | SegmentationVideo Segmentation | CodeCode Available | 4 |
| FLAIRBrainSeg: Fine-grained brain segmentation using FLAIR MRI only | Apr 4, 2025 | Brain SegmentationImage Generation | —Unverified | 0 |
