| Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity | Dec 9, 2024 | Anomaly Detectiontext annotation | CodeCode Available | 2 |
| Det-SAM2:Technical Report on the Self-Prompting Segmentation Framework Based on Segment Anything Model 2 | Nov 28, 2024 | Video SegmentationVideo Semantic Segmentation | CodeCode Available | 2 |
| Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model | Sep 14, 2024 | Medical Image SegmentationPolyp Segmentation | CodeCode Available | 2 |
| Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning | Aug 15, 2024 | SegmentationVideo Segmentation | CodeCode Available | 2 |
| Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation | Apr 4, 2024 | Contrastive LearningReferring Expression | CodeCode Available | 2 |
| DVIS-DAQ: Improving Video Segmentation via Dynamic Anchor Queries | Mar 29, 2024 | ObjectVideo Instance Segmentation | CodeCode Available | 2 |
| MemSAM: Taming Segment Anything Model for Echocardiography Video Segmentation | Jan 1, 2024 | SegmentationVideo Segmentation | CodeCode Available | 2 |
| MeViS: A Large-scale Benchmark for Video Segmentation with Motion Expressions | Aug 16, 2023 | Motion Expressions Guided Video SegmentationObject | CodeCode Available | 2 |
| XMem++: Production-level Video Segmentation From Few Annotated Frames | Jul 29, 2023 | SegmentationSemantic Segmentation | CodeCode Available | 2 |
| InstMove: Instance Motion for Object-centric Video Segmentation | Mar 14, 2023 | ObjectOptical Flow Estimation | CodeCode Available | 2 |
| Mask2Former for Video Instance Segmentation | Dec 20, 2021 | Image SegmentationInstance Segmentation | CodeCode Available | 2 |
| Simplifying Object Segmentation with PixelLib Library | Jan 20, 2021 | Image ClassificationInstance Segmentation | CodeCode Available | 2 |
| TSPNet: Hierarchical Feature Learning via Temporal Semantic Pyramid for Sign Language Translation | Oct 12, 2020 | Sign Language RecognitionSign Language Translation | CodeCode Available | 2 |
| Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder | Jun 28, 2025 | Image SegmentationLarge Language Model | CodeCode Available | 1 |
| SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost | Jun 2, 2025 | Image SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Unlocking the Power of SAM 2 for Few-Shot Segmentation | May 20, 2025 | SegmentationVideo Segmentation | CodeCode Available | 1 |
| TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action | May 2, 2025 | Dense CaptioningHighlight Detection | CodeCode Available | 1 |
| DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency | Apr 16, 2025 | Few-Shot LearningInteractive Segmentation | CodeCode Available | 1 |
| CamSAM2: Segment Anything Accurately in Camouflaged Videos | Mar 25, 2025 | Camouflaged Object SegmentationObject | CodeCode Available | 1 |
| BST: Badminton Stroke-type Transformer for Skeleton-based Action Recognition in Racket Sports | Feb 28, 2025 | Action RecognitionLine Detection | CodeCode Available | 1 |
| SASVi - Segment Any Surgical Video | Feb 12, 2025 | SegmentationVideo Segmentation | CodeCode Available | 1 |
| MPG-SAM 2: Adapting SAM 2 with Mask Priors and Global Context for Referring Video Object Segmentation | Jan 23, 2025 | Referring Expression SegmentationReferring Video Object Segmentation | CodeCode Available | 1 |
| Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks | Jan 17, 2025 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| VidChain: Chain-of-Tasks with Metric-based Direct Preference Optimization for Dense Video Captioning | Jan 12, 2025 | Dense Video CaptioningVideo Captioning | CodeCode Available | 1 |
| Multi-Granularity Video Object Segmentation | Dec 2, 2024 | ObjectSegmentation | CodeCode Available | 1 |
