OpenCodePapers

highlight-detection-on-youtube-highlights

Video SummarizationHighlight Detection
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PaperCodemAPModelNameReleaseDate
Saliency-Guided DETR for Moment Retrieval and Highlight Detection✓ Link78.0SG-DETR (w/ PT)2024-10-02
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection✓ Link77.4UVCOM2023-11-28
SuperClip Pyramid for Video Temporal Grounding77.3SCVTG2026-10-17
Saliency-Guided DETR for Moment Retrieval and Highlight Detection✓ Link76.7SG-DETR2024-10-02
Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding✓ Link75.9CG-DETR2023-11-15
TVHighlights: LLM-Guided Human-Free Collaborative Training for Video Highlight Detection in Movies and TV Dramas75.8LTV-HD2026-06-03
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding✓ Link75.4FlashVTG2024-12-18
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval✓ Link75.3LLMEPET2024-07-21
UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection✓ Link74.9UMT2022-03-23
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