SOTAVerified

Highlight Detection

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

Papers

Showing 2130 of 78 papers

TitleStatusHype
Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence0
A Multimodal Transformer for Live Streaming Highlight Prediction0
VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal GroundingCode2
Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight DetectionCode1
Unleash the Potential of CLIP for Video Highlight DetectionCode0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal GroundingCode0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal GroundingCode0
Unsupervised Modality-Transferable Video Highlight Detection with Representation Activation Sequence Learning0
GPTSee: Enhancing Moment Retrieval and Highlight Detection via Description-Based Similarity Features0
TR-DETR: Task-Reciprocal Transformer for Joint Moment Retrieval and Highlight DetectionCode2
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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