| Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval | Jul 21, 2024 | General KnowledgeHighlight Detection | CodeCode Available | 2 |
| The Surprising Effectiveness of Multimodal Large Language Models for Video Moment Retrieval | Jun 26, 2024 | Action LocalizationMoment Retrieval | CodeCode Available | 2 |
| UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection | Apr 7, 2024 | Action DetectionMoment Queries | CodeCode Available | 2 |
| Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding | Nov 15, 2023 | Highlight DetectionMoment Retrieval | CodeCode Available | 2 |
| UniVTG: Towards Unified Video-Language Temporal Grounding | Jul 31, 2023 | Highlight DetectionMoment Retrieval | CodeCode Available | 2 |
| DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos | May 22, 2025 | Natural Language Moment RetrievalNatural Language Queries | CodeCode Available | 1 |
| LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight Detection | Jan 18, 2025 | Contrastive LearningDecoder | CodeCode Available | 1 |
| FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding | Dec 18, 2024 | Highlight DetectionMoment Retrieval | CodeCode Available | 1 |
| ReVisionLLM: Recursive Vision-Language Model for Temporal Grounding in Hour-Long Videos | Nov 22, 2024 | Language-Based Temporal LocalizationLanguage Modeling | CodeCode Available | 1 |
| Saliency-Guided DETR for Moment Retrieval and Highlight Detection | Oct 2, 2024 | Highlight DetectionMoment Retrieval | CodeCode Available | 1 |
| RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos | Dec 11, 2023 | Natural Language Moment RetrievalNatural Language Queries | CodeCode Available | 1 |
| BAM-DETR: Boundary-Aligned Moment Detection Transformer for Temporal Sentence Grounding in Videos | Nov 30, 2023 | Moment RetrievalNatural Language Moment Retrieval | CodeCode Available | 1 |
| Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection | Nov 28, 2023 | Contrastive LearningHighlight Detection | CodeCode Available | 1 |
| Background-aware Moment Detection for Video Moment Retrieval | Jun 5, 2023 | Moment RetrievalNatural Language Moment Retrieval | CodeCode Available | 1 |
| Learning Grounded Vision-Language Representation for Versatile Understanding in Untrimmed Videos | Mar 11, 2023 | Dense Video CaptioningNatural Language Moment Retrieval | CodeCode Available | 1 |
| Localizing Moments in Long Video Via Multimodal Guidance | Feb 26, 2023 | Natural Language Moment RetrievalNatural Language Visual Grounding | CodeCode Available | 1 |
| MAD: A Scalable Dataset for Language Grounding in Videos from Movie Audio Descriptions | Dec 1, 2021 | Moment RetrievalNatural Language Moment Retrieval | CodeCode Available | 1 |
| VLG-Net: Video-Language Graph Matching Network for Video Grounding | Nov 19, 2020 | Graph MatchingMoment Retrieval | CodeCode Available | 1 |
| Dense Regression Network for Video Grounding | Apr 7, 2020 | Natural Language Moment RetrievalNatural Language Queries | CodeCode Available | 1 |
| LLaVA-MR: Large Language-and-Vision Assistant for Video Moment Retrieval | Nov 21, 2024 | Moment RetrievalNatural Language Moment Retrieval | CodeCode Available | 0 |
| UnLoc: A Unified Framework for Video Localization Tasks | Aug 21, 2023 | Action SegmentationMoment Retrieval | CodeCode Available | 0 |
| MAN: Moment Alignment Network for Natural Language Moment Retrieval via Iterative Graph Adjustment | Nov 30, 2018 | Moment RetrievalNatural Language Moment Retrieval | —Unverified | 0 |
