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Highlight Detection On Tvsum

Metrics

mAP

Results

Performance results of various models on this benchmark

Model Name
mAP
Paper TitleRepository
FlashVTG88FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding
SG-DETR87.1Saliency-Guided DETR for Moment Retrieval and Highlight Detection
UVCOM (train from scratch)86.3Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection
QD-DETR86.6Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
QD-DETR (only Video)85.0Query-Dependent Video Representation for Moment Retrieval and Highlight Detection
UMT83.1UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight Detection
CG-DETR86.8Correlation-Guided Query-Dependency Calibration for Video Temporal Grounding
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