| Physarum Powered Differentiable Linear Programming Layers and Applications | Apr 30, 2020 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| TapLab: A Fast Framework for Semantic Video Segmentation Tapping into Compressed-Domain Knowledge | Mar 30, 2020 | GPUImage Segmentation | CodeCode Available | 1 |
| Efficient Semantic Video Segmentation with Per-frame Inference | Feb 26, 2020 | Knowledge DistillationOptical Flow Estimation | CodeCode Available | 1 |
| Zero-Shot Video Object Segmentation via Attentive Graph Neural Networks | Jan 19, 2020 | Graph Neural NetworkSegmentation | CodeCode Available | 1 |
| Separable Convolutional LSTMs for Faster Video Segmentation | Jul 16, 2019 | GPUImage Segmentation | CodeCode Available | 1 |
| Semantic Segmentation of Video Sequences with Convolutional LSTMs | May 3, 2019 | DecoderImage Segmentation | CodeCode Available | 1 |
| YouTube-VOS: Sequence-to-Sequence Video Object Segmentation | Sep 3, 2018 | Image SegmentationObject | CodeCode Available | 1 |
| Actor and Action Video Segmentation from a Sentence | Mar 20, 2018 | Action SegmentationDecoder | CodeCode Available | 1 |
| One-Shot Video Object Segmentation | Nov 16, 2016 | Foreground SegmentationObject | CodeCode Available | 1 |
| Memory-Augmented SAM2 for Training-Free Surgical Video Segmentation | Jul 13, 2025 | SegmentationSemantic Segmentation | —Unverified | 0 |
| MUVOD: A Novel Multi-view Video Object Segmentation Dataset and A Benchmark for 3D Segmentation | Jul 10, 2025 | NeRFObject | —Unverified | 0 |
| CogGen: A Learner-Centered Generative AI Architecture for Intelligent Tutoring with Programming Video | Jun 25, 2025 | Knowledge TracingVideo Segmentation | —Unverified | 0 |
| Leader360V: The Large-scale, Real-world 360 Video Dataset for Multi-task Learning in Diverse Environment | Jun 17, 2025 | Autonomous DrivingInstance Segmentation | —Unverified | 0 |
| A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospects | Jun 16, 2025 | BenchmarkingInstance Segmentation | —Unverified | 0 |
| Q-SAM2: Accurate Quantization for Segment Anything Model 2 | Jun 11, 2025 | QuantizationVideo Segmentation | —Unverified | 0 |
| OmniFall: A Unified Staged-to-Wild Benchmark for Human Fall Detection | May 26, 2025 | Video SegmentationVideo Semantic Segmentation | CodeCode Available | 0 |
| ThinkVideo: High-Quality Reasoning Video Segmentation with Chain of Thoughts | May 24, 2025 | Image SegmentationInstance Segmentation | CodeCode Available | 0 |
| FlowCut: Unsupervised Video Instance Segmentation via Temporal Mask Matching | May 19, 2025 | Instance SegmentationSegmentation | —Unverified | 0 |
| VolE: A Point-cloud Framework for Food 3D Reconstruction and Volume Estimation | May 15, 2025 | 3D ReconstructionCamera Calibration | —Unverified | 0 |
| PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild | Apr 15, 2025 | SegmentationSemantic Segmentation | —Unverified | 0 |
| Comparative Analysis of Image, Video, and Audio Classifiers for Automated News Video Segmentation | Mar 27, 2025 | Binary ClassificationVideo Segmentation | —Unverified | 0 |
| Online Reasoning Video Segmentation with Just-in-Time Digital Twins | Mar 27, 2025 | Reasoning SegmentationVideo Segmentation | —Unverified | 0 |
| Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency Relearning | Mar 19, 2025 | SegmentationSemantic Segmentation | CodeCode Available | 0 |
| Leveraging Vision-Language Models for Open-Vocabulary Instance Segmentation and Tracking | Mar 18, 2025 | DescriptiveInstance Segmentation | CodeCode Available | 0 |
| SAM2 for Image and Video Segmentation: A Comprehensive Survey | Mar 17, 2025 | Autonomous DrivingImage Segmentation | —Unverified | 0 |
| Open-World Skill Discovery from Unsegmented Demonstrations | Mar 11, 2025 | Boundary DetectionEvent Segmentation | —Unverified | 0 |
| OmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation | Mar 10, 2025 | Pseudo LabelSemantic Segmentation | —Unverified | 0 |
| Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching | Mar 5, 2025 | Data AugmentationFew-Shot Learning | —Unverified | 0 |
| Parameter-free Video Segmentation for Vision and Language Understanding | Mar 3, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| An Analysis of Data Transformation Effects on Segment Anything 2 | Feb 25, 2025 | Semantic SegmentationVideo Object Segmentation | —Unverified | 0 |
| Deep learning approaches to surgical video segmentation and object detection: A Scoping Review | Feb 23, 2025 | object-detectionObject Detection | —Unverified | 0 |
| Pointmap Association and Piecewise-Plane Constraint for Consistent and Compact 3D Gaussian Segmentation Field | Feb 22, 2025 | 2D Panoptic Segmentation3D Scene Reconstruction | —Unverified | 0 |
| Role of the Pretraining and the Adaptation data sizes for low-resource real-time MRI video segmentation | Feb 20, 2025 | Video SegmentationVideo Semantic Segmentation | —Unverified | 0 |
| Efficient Portrait Matte Creation With Layer Diffusion and Connectivity Priors | Jan 27, 2025 | Image MattingVideo Segmentation | —Unverified | 0 |
| Efficient Frame Extraction: A Novel Approach Through Frame Similarity and Surgical Tool Tracking for Video Segmentation | Jan 19, 2025 | Video SegmentationVideo Semantic Segmentation | CodeCode Available | 0 |
| Static Segmentation by Tracking: A Frustratingly Label-Efficient Approach to Fine-Grained Segmentation | Jan 12, 2025 | Image RetrievalImage Segmentation | —Unverified | 0 |
| Segment Anything Model for Zero-shot Single Particle Tracking in Liquid Phase Transmission Electron Microscopy | Jan 6, 2025 | Video SegmentationVideo Semantic Segmentation | CodeCode Available | 0 |
| EntitySAM: Segment Everything in Video | Jan 1, 2025 | DecoderObject | —Unverified | 0 |
| VideoGLaMM : A Large Multimodal Model for Pixel-Level Visual Grounding in Videos | Jan 1, 2025 | Large Language ModelVideo Segmentation | —Unverified | 0 |
| Decoupled Motion Expression Video Segmentation | Jan 1, 2025 | Instance SegmentationReferring Video Object Segmentation | —Unverified | 0 |
| Is Segment Anything Model 2 All You Need for Surgery Video Segmentation? A Systematic Evaluation | Dec 31, 2024 | AllSegmentation | —Unverified | 0 |
| Generative Video Propagation | Dec 27, 2024 | Image to Video GenerationVideo Generation | —Unverified | 0 |
| When SAM2 Meets Video Shadow and Mirror Detection | Dec 26, 2024 | Image SegmentationMirror Detection | CodeCode Available | 0 |
| Collaborative Hybrid Propagator for Temporal Misalignment in Audio-Visual Segmentation | Dec 11, 2024 | Video SegmentationVideo Semantic Segmentation | —Unverified | 0 |
| RoMo: Robust Motion Segmentation Improves Structure from Motion | Nov 27, 2024 | Camera CalibrationMotion Segmentation | —Unverified | 0 |
| Geometric Algebra Planes: Convex Implicit Neural Volumes | Nov 20, 2024 | DecoderVideo Segmentation | —Unverified | 0 |
| Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level | Nov 15, 2024 | Benchmarkingcounterfactual | —Unverified | 0 |
| Zero-shot capability of SAM-family models for bone segmentation in CT scans | Nov 13, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| MSEG-VCUQ: Multimodal SEGmentation with Enhanced Vision Foundation Models, Convolutional Neural Networks, and Uncertainty Quantification for High-Speed Video Phase Detection Data | Nov 12, 2024 | SegmentationUncertainty Quantification | CodeCode Available | 0 |
| GaussianCut: Interactive segmentation via graph cut for 3D Gaussian Splatting | Nov 12, 2024 | 3DGSgraph construction | —Unverified | 0 |