Highlight Detection On Youtube Highlights

Metrics

mAP

Results

Performance results of various models on this benchmark

		Paper Title
SG-DETR (w/ PT)	78.0	Saliency-Guided DETR for Moment Retrieval and Highlight Detection
UVCOM	77.4	Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
SG-DETR	76.7	Saliency-Guided DETR for Moment Retrieval and Highlight Detection
CG-DETR	75.9	Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
FlashVTG	75.4	FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
LLMEPET	75.3	Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval
UMT	74.9	UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection

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