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Highlight Detection On Youtube Highlights

Metrics

mAP

Results

Performance results of various models on this benchmark

Model Name
mAP
Paper TitleRepository
SG-DETR76.7Saliency-Guided DETR for Moment Retrieval and Highlight Detection
UMT74.9UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
FlashVTG75.4FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
CG-DETR75.9Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
UVCOM77.4Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
SG-DETR (w/ PT)78.0Saliency-Guided DETR for Moment Retrieval and Highlight Detection
LLMEPET75.3Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment Retrieval
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