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| 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 |
