SOTAVerified

Highlight Detection

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

Papers

Showing 1–10 of 78 papers

TitleStatusHype
Lighthouse: A User-Friendly Library for Reproducible Video Moment Retrieval and Highlight DetectionCode3
UMT: Unified Multi-modal Transformers for Joint Video Moment Retrieval and Highlight DetectionCode2
Query-Dependent Video Representation for Moment Retrieval and Highlight DetectionCode2
TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video UnderstandingCode2
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded TuningCode2
TR-DETR: Task-Reciprocal Transformer for Joint Moment Retrieval and Highlight DetectionCode2
Number it: Temporal Grounding Videos like Flipping MangaCode2
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment RetrievalCode2
Correlation-Guided Query-Dependency Calibration for Video Temporal GroundingCode2
UniVTG: Towards Unified Video-Language Temporal GroundingCode2
Show:102550
← PrevPage 1 of 8Next →

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
#ModelMetricClaimedVerifiedStatus
1FlashVTGmAP88—Unverified
2SG-DETRmAP87.1—Unverified
3CG-DETRmAP86.8—Unverified
4QD-DETRmAP86.6—Unverified
5UVCOM (train from scratch)mAP86.3—Unverified
6QD-DETR (only Video)mAP85—Unverified
7UMTmAP83.1—Unverified
#ModelMetricClaimedVerifiedStatus
1SG-DETR (w/ PT)mAP78—Unverified
2UVCOMmAP77.4—Unverified
3SG-DETRmAP76.7—Unverified
4CG-DETRmAP75.9—Unverified
5FlashVTGmAP75.4—Unverified
6LLMEPETmAP75.3—Unverified
7UMTmAP74.9—Unverified