SOTAVerified

Highlight Detection

https://youtu.be/pJ0auP7dbcY?si=vSiZevfJ57YUKC2q

Papers

Showing 1120 of 78 papers

TitleStatusHype
Agent-based Video Trimming0
Video LLMs for Temporal Reasoning in Long Videos0
VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment RetrievalCode1
VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction FormatCode1
Number it: Temporal Grounding Videos like Flipping MangaCode2
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded TuningCode2
Saliency-Guided DETR for Moment Retrieval and Highlight DetectionCode1
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching0
Lighthouse: A User-Friendly Library for Reproducible Video Moment Retrieval and Highlight DetectionCode3
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment RetrievalCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1QD-DETR (only Video w/ PT)Hit@161.91Unverified
2HL-CLIPmAP41.94Unverified
3NumPromAP40.54Unverified
4UMT (w. PT)mAP39.12Unverified
5QD-DETRmAP39.04Unverified
6UniVTGmAP38.2Unverified
7UMTmAP38.18Unverified
8Moment-DETR w/ PTmAP37.43Unverified
9VideoChat-T (FT)mAP27Unverified
10VideoChat-T (ZS)mAP26.5Unverified
#ModelMetricClaimedVerifiedStatus
1FlashVTGmAP88Unverified
2SG-DETRmAP87.1Unverified
3CG-DETRmAP86.8Unverified
4QD-DETRmAP86.6Unverified
5UVCOM (train from scratch)mAP86.3Unverified
6QD-DETR (only Video)mAP85Unverified
7UMTmAP83.1Unverified
#ModelMetricClaimedVerifiedStatus
1SG-DETR (w/ PT)mAP78Unverified
2UVCOMmAP77.4Unverified
3SG-DETRmAP76.7Unverified
4CG-DETRmAP75.9Unverified
5FlashVTGmAP75.4Unverified
6LLMEPETmAP75.3Unverified
7UMTmAP74.9Unverified