| BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding | Mar 27, 2025 | FormLanguage Modeling | 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 |
| 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 |
| MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding | Jul 8, 2025 | Autonomous DrivingVideo Understanding | CodeCode Available | 1 |
| 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 |
| MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning | Jan 13, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| A Multi-Person Video Dataset Annotation Method of Spatio-Temporally Actions | Apr 21, 2022 | Action DetectionVideo Understanding | CodeCode Available | 1 |
| MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss Alps | Mar 23, 2025 | Scene SegmentationVideo Understanding | CodeCode Available | 1 |
| MH-DETR: Video Moment and Highlight Detection with Cross-modal Transformer | Apr 29, 2023 | DecoderHighlight Detection | CodeCode Available | 1 |
| MM-VID: Advancing Video Understanding with GPT-4V(ision) | Oct 30, 2023 | Script GenerationVideo Understanding | CodeCode Available | 1 |
| Actor-Context-Actor Relation Network for Spatio-Temporal Action Localization | Jun 14, 2020 | Action DetectionAction Localization | CodeCode Available | 1 |
| M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation | Jun 15, 2025 | ObjectSemantic Segmentation | CodeCode Available | 1 |
| LoVR: A Benchmark for Long Video Retrieval in Multimodal Contexts | May 20, 2025 | Caption GenerationRetrieval | CodeCode Available | 1 |
| A Multigrid Method for Efficiently Training Video Models | Dec 2, 2019 | Action DetectionAction Recognition | CodeCode Available | 1 |
| Benchmarking the Robustness of Spatial-Temporal Models Against Corruptions | Oct 13, 2021 | BenchmarkingComputational Efficiency | CodeCode Available | 1 |
| CyberV: Cybernetics for Test-time Scaling in Video Understanding | Jun 9, 2025 | Video Understanding | CodeCode Available | 1 |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | Jan 1, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| BasicTAD: an Astounding RGB-Only Baseline for Temporal Action Detection | May 5, 2022 | Action Detectionobject-detection | CodeCode Available | 1 |
| AVS-Mamba: Exploring Temporal and Multi-modal Mamba for Audio-Visual Segmentation | Jan 14, 2025 | MambaVideo Understanding | CodeCode Available | 1 |
| AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video Understanding | Jun 19, 2024 | Question AnsweringSpatial Reasoning | CodeCode Available | 1 |
| Lightweight Network Architecture for Real-Time Action Recognition | May 21, 2019 | Action RecognitionCPU | CodeCode Available | 1 |
| Localizing Moments in Long Video Via Multimodal Guidance | Feb 26, 2023 | Natural Language Moment RetrievalNatural Language Visual Grounding | 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 |
| AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions | May 23, 2017 | Actin DetectionAction Detection | CodeCode Available | 1 |
