| SANSA: Unleashing the Hidden Semantics in SAM2 for Few-Shot Segmentation | May 27, 2025 | Object TrackingSegmentation | CodeCode Available | 2 |
| The Missing Point in Vision Transformers for Universal Image Segmentation | May 26, 2025 | Image SegmentationInstance Segmentation | CodeCode Available | 2 |
| Recent Advances in Medical Imaging Segmentation: A Survey | May 14, 2025 | Domain AdaptationFew-Shot Learning | CodeCode Available | 2 |
| MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning | May 14, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| ReplayCAD: Generative Diffusion Replay for Continual Anomaly Detection | May 10, 2025 | Anomaly Detectioncontinual anomaly detection | CodeCode Available | 2 |
| Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation | May 6, 2025 | Boundary DetectionDecoder | CodeCode Available | 2 |
| SegEarth-R1: Geospatial Pixel Reasoning via Large Language Model | Apr 13, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| SAM2MOT: A Novel Paradigm of Multi-Object Tracking by Segmentation | Apr 6, 2025 | Multi-Object TrackingObject | CodeCode Available | 2 |
| Delineate Anything: Resolution-Agnostic Field Boundary Delineation on Satellite Imagery | Apr 3, 2025 | Field Boundary DelineationInstance Segmentation | CodeCode Available | 2 |
| Scene-Centric Unsupervised Panoptic Segmentation | Apr 2, 2025 | Instance SegmentationPanoptic Segmentation | CodeCode Available | 2 |
| Towards Generating Realistic 3D Semantic Training Data for Autonomous Driving | Mar 27, 2025 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 2 |
| COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian Splitting | Mar 25, 2025 | 3DGSObject | CodeCode Available | 2 |
| MaSS13K: A Matting-level Semantic Segmentation Benchmark | Mar 24, 2025 | 4kImage Matting | CodeCode Available | 2 |
| DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation | Mar 24, 2025 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 |
| Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images | Mar 21, 2025 | Image SegmentationMamba | CodeCode Available | 2 |
| Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting | Mar 18, 2025 | Instance SegmentationObject | CodeCode Available | 2 |
| HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal Model | Mar 17, 2025 | Image SegmentationSegmentation | CodeCode Available | 2 |
| ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object | Mar 15, 2025 | Domain AdaptationInteractive Segmentation | CodeCode Available | 2 |
| SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories | Mar 11, 2025 | Decision MakingInteractive Segmentation | CodeCode Available | 2 |
| SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories | Mar 11, 2025 | Decision MakingInteractive Segmentation | CodeCode Available | 2 |
| DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion | Mar 9, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Find First, Track Next: Decoupling Identification and Propagation in Referring Video Object Segmentation | Mar 5, 2025 | ObjectReferring Video Object Segmentation | CodeCode Available | 2 |
| SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models | Feb 28, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Segment Anything for Histopathology | Feb 1, 2025 | Image SegmentationInstance Segmentation | CodeCode Available | 2 |
| The Devil is in Temporal Token: High Quality Video Reasoning Segmentation | Jan 15, 2025 | Reasoning SegmentationReferring Expression Segmentation | CodeCode Available | 2 |
