SOTAVerified

Highlight Detection

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

Papers

Showing 1–10 of 78 papers

TitleStatusHype
Unsupervised Transcript-assisted Video Summarization and Highlight Detection—0
Rhapsody: A Dataset for Highlight Detection in PodcastsCode0
Gameplay Highlights Generation—0
TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in ActionCode1
Automatic Detection of Intro and Credits in Video using CLIP and Multihead Attention—0
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection—0
LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionCode1
Watch Video, Catch Keyword: Context-aware Keyword Attention for Moment Retrieval and Highlight DetectionCode1
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal GroundingCode1
Video Repurposing from User Generated Content: A Large-scale Dataset and BenchmarkCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1QD-DETR (only Video w/ PT)Hit@161.91—Unverified
2HL-CLIPmAP41.94—Unverified
3NumPromAP40.54—Unverified
4UMT (w. PT)mAP39.12—Unverified
5QD-DETRmAP39.04—Unverified
6UniVTGmAP38.2—Unverified
7UMTmAP38.18—Unverified
8Moment-DETR w/ PTmAP37.43—Unverified
9VideoChat-T (FT)mAP27—Unverified
10VideoChat-T (ZS)mAP26.5—Unverified