| Masked Spatio-Temporal Structure Prediction for Self-supervised Learning on Point Cloud Videos | Aug 18, 2023 | point cloud video understandingSelf-Supervised Learning | CodeCode Available | 1 |
| MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding | Jul 8, 2025 | Autonomous DrivingVideo Understanding | CodeCode Available | 1 |
| Towards Visually Explaining Video Understanding Networks with Perturbation | May 1, 2020 | Video Understanding | CodeCode Available | 1 |
| M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation | Jun 15, 2025 | ObjectSemantic Segmentation | CodeCode Available | 1 |
| ETAD: Training Action Detection End to End on a Laptop | May 14, 2022 | Action DetectionGPU | CodeCode Available | 1 |
| Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation | Mar 25, 2025 | HallucinationHallucination Evaluation | CodeCode Available | 1 |
| EPIC Fields: Marrying 3D Geometry and Video Understanding | Jun 14, 2023 | 3D geometryNeural Rendering | CodeCode Available | 1 |
| Long Movie Clip Classification with State-Space Video Models | Apr 4, 2022 | ClassificationDecoder | CodeCode Available | 1 |
| MMAD: Multi-label Micro-Action Detection in Videos | Jul 7, 2024 | Action AnalysisAction Detection | CodeCode Available | 1 |
| MM-Pyramid: Multimodal Pyramid Attentional Network for Audio-Visual Event Localization and Video Parsing | Nov 24, 2021 | audio-visual event localizationVideo Understanding | CodeCode Available | 1 |
| FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding | Dec 18, 2024 | Highlight DetectionMoment Retrieval | CodeCode Available | 1 |
| Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event Analysis | Apr 12, 2024 | Dense Video CaptioningTransfer Learning | CodeCode Available | 1 |
| Localizing Moments in Long Video Via Multimodal Guidance | Feb 26, 2023 | Natural Language Moment RetrievalNatural Language Visual Grounding | CodeCode Available | 1 |
| Enhancing Self-supervised Video Representation Learning via Multi-level Feature Optimization | Aug 4, 2021 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| F^3Set: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos | Apr 11, 2025 | Action UnderstandingEvent Detection | CodeCode Available | 1 |
| Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness | Jan 14, 2025 | Event ExtractionInstruction Following | CodeCode Available | 1 |
| FineAction: A Fine-Grained Video Dataset for Temporal Action Localization | May 24, 2021 | Action DetectionAction Localization | CodeCode Available | 1 |
| A Simple and Efficient Pipeline to Build an End-to-End Spatial-Temporal Action Detector | Jun 7, 2022 | Action ClassificationAction Detection | CodeCode Available | 1 |
| Multimodal Long Video Modeling Based on Temporal Dynamic Context | Apr 14, 2025 | Video Understanding | CodeCode Available | 1 |
| Learning Transferable Spatiotemporal Representations from Natural Script Knowledge | Sep 30, 2022 | DescriptiveRepresentation Learning | CodeCode Available | 1 |
| Learning the Predictability of the Future | Jun 19, 2021 | Representation LearningSelf-Supervised Action Recognition | CodeCode Available | 1 |
| Learning Temporally Causal Latent Processes from General Temporal Data | Oct 11, 2021 | Causal DiscoveryRepresentation Learning | CodeCode Available | 1 |
| End-to-End Video Instance Segmentation with Transformers | Nov 30, 2020 | Instance SegmentationSegmentation | CodeCode Available | 1 |
| Federated Self-supervised Learning for Video Understanding | Jul 5, 2022 | Action RecognitionFederated Learning | CodeCode Available | 1 |
| Learning Temporally Latent Causal Processes from General Temporal Data | Sep 29, 2021 | Causal DiscoveryDisentanglement | CodeCode Available | 1 |
