SOTAVerified

Highlight Detection

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

Papers

Showing 5175 of 78 papers

TitleStatusHype
PR-Net: Preference Reasoning for Personalized Video Highlight Detection0
Probing Visual-Audio Representation for Video Highlight Detection via Hard-Pairs Guided Contrastive Learning0
AntPivot: Livestream Highlight Detection via Hierarchical Attention Mechanism0
Unsupervised Transcript-assisted Video Summarization and Highlight Detection0
Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence0
Show Me What I Like: Detecting User-Specific Video Highlights Using Content-Based Multi-Head Attention0
Video Highlights Detection and Summarization with Lag-Calibration based on Concept-Emotion Mapping of Crowdsourced Time-Sync Comments0
Smart Director: An Event-Driven Directing System for Live Broadcasting0
0/1 Deep Neural Networks via Block Coordinate Descent0
Temporal Cue Guided Video Highlight Detection With Low-Rank Audio-Visual Fusion0
100,000 Podcasts: A Spoken English Document Corpus0
Video LLMs for Temporal Reasoning in Long Videos0
A Multi-Task Network for Joint Specular Highlight Detection and Removal0
A Multimodal Transformer for Live Streaming Highlight Prediction0
Contrastive Learning for Unsupervised Video Highlight Detection0
Agent-based Video Trimming0
Deep Unsupervised Multi-View Detection of Video Game Stream Highlights0
DiffusionVMR: Diffusion Model for Joint Video Moment Retrieval and Highlight Detection0
Discovering Picturesque Highlights from Egocentric Vacation Videos0
Unleash the Potential of CLIP for Video Highlight DetectionCode0
SoccerDB: A Large-Scale Database for Comprehensive Video UnderstandingCode0
AENet: Learning Deep Audio Features for Video AnalysisCode0
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
Rhapsody: A Dataset for Highlight Detection in PodcastsCode0
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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