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SotA/Methodology/16k/QVHighlights

16k on QVHighlights

Metric: Hit@1 (higher is better)

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#Model↕Hit@1▼AugmentationsPaperDate↕Code
1FlashVTG71.01NoFlashVTG: Feature Layering and Adaptive Score Ha...2024-12-18Code
2SG-DETR (w/ PT)71YesSaliency-Guided DETR for Moment Retrieval and Hi...2024-10-02Code
3NumPro70.71NoNumber it: Temporal Grounding Videos like Flippi...2024-11-15Code
4HL-CLIP70.6NoUnleash the Potential of CLIP for Video Highligh...2024-04-02Code
5VideoLights-B-pt70.56YesVideoLights: Feature Refinement and Cross-Task A...2024-12-02Code
6SG-DETR69.13NoSaliency-Guided DETR for Moment Retrieval and Hi...2024-10-02Code
7CG-DETR (w/ PT)66.6YesCorrelation-Guided Query-Dependency Calibration ...2023-11-15Code
8UniVTG (w/ PT)66.28YesUniVTG: Towards Unified Video-Language Temporal ...2023-07-31Code
9CG-DETR66.21NoCorrelation-Guided Query-Dependency Calibration ...2023-11-15Code
10LLMEPET65.69NoPrior Knowledge Integration via LLM Encoding and...2024-07-21Code
11R^2-Tuning64.2No$R^2$-Tuning: Efficient Image-to-Video Transfer ...2024-03-31Code
12QD-DETR62.87NoQuery-Dependent Video Representation for Moment ...2023-03-24Code
13QD-DETR (only Video)62.4NoQuery-Dependent Video Representation for Moment ...2023-03-24Code
14QD-DETR (w/ PT)62.27NoQuery-Dependent Video Representation for Moment ...2023-03-24Code
15QD-DETR (only Video w/ PT)61.91NoQuery-Dependent Video Representation for Moment ...2023-03-24Code
16UniVTG60.96NoUniVTG: Towards Unified Video-Language Temporal ...2023-07-31Code
17Moment-DETR w/ PT60.17NoQVHighlights: Detecting Moments and Highlights i...2021-07-20Code
18VideoChat-T (FT)55.3NoTimeSuite: Improving MLLMs for Long Video Unders...2024-10-25Code
19VideoChat-T (ZS)54.1No---