| I^2R: Inter and Intra-image Refinement in Few Shot Segmentation | Jul 8, 2025 | SegmentationSemantic Segmentation | —Unverified | 0 |
| RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models | Jul 8, 2025 | cross-modal alignmentImage Segmentation | CodeCode Available | 1 |
| Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation | Jul 8, 2025 | Depth EstimationDepth Prediction | —Unverified | 0 |
| Beyond One Shot, Beyond One Perspective: Cross-View and Long-Horizon Distillation for Better LiDAR Representations | Jul 7, 2025 | 3D Object DetectionAutonomous Driving | CodeCode Available | 1 |
| OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts | Jul 7, 2025 | Image SegmentationPanoptic Segmentation | —Unverified | 0 |
| NRSeg: Noise-Resilient Learning for BEV Semantic Segmentation via Driving World Models | Jul 5, 2025 | Autonomous DrivingBEV Segmentation | CodeCode Available | 0 |
| SAMed-2: Selective Memory Enhanced Medical Segment Anything Model | Jul 4, 2025 | Continual LearningImage Segmentation | CodeCode Available | 1 |
| Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model | Jul 4, 2025 | Pseudo LabelSegmentation | CodeCode Available | 0 |
| Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation | Jul 4, 2025 | AnatomyDisentanglement | —Unverified | 0 |
| From Pixels to Damage Severity: Estimating Earthquake Impacts Using Semantic Segmentation of Social Media Images | Jul 3, 2025 | Depth EstimationSemantic Segmentation | —Unverified | 0 |
| No time to train! Training-Free Reference-Based Instance Segmentation | Jul 3, 2025 | Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection | CodeCode Available | 3 |
| DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy | Jul 2, 2025 | Data AugmentationGeneralized Referring Expression Segmentation | CodeCode Available | 1 |
| Autoadaptive Medical Segment Anything Model | Jul 2, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| NOCTIS: Novel Object Cyclic Threshold based Instance Segmentation | Jul 2, 2025 | Instance SegmentationObject | CodeCode Available | 0 |
| Perception-Oriented Latent Coding for High-Performance Compressed Domain Semantic Inference | Jul 2, 2025 | Image ClassificationImage Compression | CodeCode Available | 0 |
| Prompt2SegCXR:Prompt to Segment All Organs and Diseases in Chest X-rays | Jul 1, 2025 | AllImage Segmentation | —Unverified | 0 |
| Process-aware and high-fidelity microstructure generation using stable diffusion | Jul 1, 2025 | Image GenerationSemantic Segmentation | —Unverified | 0 |
| GroundingDINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models | Jun 30, 2025 | Organ SegmentationSegmentation | —Unverified | 0 |
| MedSAM-CA: A CNN-Augmented ViT with Attention-Enhanced Multi-Scale Fusion for Medical Image Segmentation | Jun 30, 2025 | DecoderImage Segmentation | —Unverified | 0 |
| DC-TTA: Divide-and-Conquer Framework for Test-Time Adaptation of Interactive Segmentation | Jun 29, 2025 | Camouflaged Object SegmentationInteractive Segmentation | —Unverified | 0 |
| Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder | Jun 28, 2025 | Image SegmentationLarge Language Model | CodeCode Available | 1 |
| Mask-aware Text-to-Image Retrieval: Referring Expression Segmentation Meets Cross-modal Retrieval | Jun 28, 2025 | Cross-Modal RetrievalImage Captioning | —Unverified | 0 |
| VoteSplat: Hough Voting Gaussian Splatting for 3D Scene Understanding | Jun 28, 2025 | 3DGSInstance Segmentation | —Unverified | 0 |
| ProSAM: Enhancing the Robustness of SAM-based Visual Reference Segmentation with Probabilistic Prompts | Jun 27, 2025 | Image SegmentationSegmentation | —Unverified | 0 |
| TASeg: Text-aware RGB-T Semantic Segmentation based on Fine-tuning Vision Foundation Models | Jun 27, 2025 | DecoderSegmentation | —Unverified | 0 |
