| Saliency-Guided DETR for Moment Retrieval and Highlight Detection | ✓ Link | 44.70 | 71.00 | SG-DETR (w/ PT) | 2024-10-02 |
| SuperClip Pyramid for Video Temporal Grounding | | 44.62 | | SCVTG | 2026-10-17 |
| FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding | ✓ Link | 44.09 | 71.01 | FlashVTG | 2024-12-18 |
| Saliency-Guided DETR for Moment Retrieval and Highlight Detection | ✓ Link | 43.76 | 69.13 | SG-DETR | 2024-10-02 |
| Sparse-Dense Side-Tuner for efficient Video Temporal Grounding | ✓ Link | 43.40 | 69.13 | SDST | 2025-07-10 |
| VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval | ✓ Link | 42.84 | 70.56 | VideoLights-B-pt | 2024-12-02 |
| Unleash the Potential of CLIP for Video Highlight Detection | ✓ Link | 41.94 | 70.60 | HL-CLIP | 2024-04-02 |
| $R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding | ✓ Link | 40.75 | 64.20 | R^2-Tuning | 2024-03-31 |
| Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding | ✓ Link | 40.71 | 66.60 | CG-DETR (w/ PT) | 2023-11-15 |
| UniVTG: Towards Unified Video-Language Temporal Grounding | ✓ Link | 40.54 | 66.28 | UniVTG (w/ PT) | 2023-07-31 |
| Number it: Temporal Grounding Videos like Flipping Manga | ✓ Link | 40.54 | 70.71 | NumPro | 2024-11-15 |
| Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding | ✓ Link | 40.33 | 66.21 | CG-DETR | 2023-11-15 |
| Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval | ✓ Link | 40.33 | 65.69 | LLMEPET | 2024-07-21 |
| UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection | ✓ Link | 39.12 | | UMT (w. PT) | 2022-03-23 |
| Query-Dependent Video Representation for Moment Retrieval and Highlight Detection | ✓ Link | 39.04 | 62.87 | QD-DETR | 2023-03-24 |
| Query-Dependent Video Representation for Moment Retrieval and Highlight Detection | ✓ Link | 38.94 | 62.40 | QD-DETR (only Video) | 2023-03-24 |
| Query-Dependent Video Representation for Moment Retrieval and Highlight Detection | ✓ Link | 38.52 | 62.27 | QD-DETR (w/ PT) | 2023-03-24 |
| UniVTG: Towards Unified Video-Language Temporal Grounding | ✓ Link | 38.20 | 60.96 | UniVTG | 2023-07-31 |
| UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection | ✓ Link | 38.18 | | UMT | 2022-03-23 |
| QVHighlights: Detecting Moments and Highlights in Videos via Natural Language Queries | ✓ Link | 37.43 | 60.17 | Moment-DETR w/ PT | 2021-07-20 |
| TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning | ✓ Link | 27.0 | 55.3 | VideoChat-T (FT) | 2024-10-25 |
| | 26.5 | 54.1 | VideoChat-T (ZS) | |
| Query-Dependent Video Representation for Moment Retrieval and Highlight Detection | ✓ Link | | 61.91 | QD-DETR (only Video w/ PT) | 2023-03-24 |