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
Single-Image Specular Highlight Removal via Real-World Dataset ConstructionCode1
Cross-category Video Highlight Detection via Set-based LearningCode1
Text-Aware Single Image Specular Highlight RemovalCode1
QVHighlights: Detecting Moments and Highlights in Videos via Natural Language QueriesCode1
A Multi-Task Network for Joint Specular Highlight Detection and Removal0
Audiovisual Highlight Detection in Videos0
LIGHTS: LIGHT Specularity Dataset for specular detection in Multi-view0
Joint Visual and Audio Learning for Video Highlight Detection0
Temporal Cue Guided Video Highlight Detection With Low-Rank Audio-Visual Fusion0
100,000 Podcasts: A Spoken English Document Corpus0
Learning to Detect Specular Highlights from Real-world Images0
MINI-Net: Multiple Instance Ranking Network for Video Highlight Detection0
Adaptive Video Highlight Detection by Learning from User HistoryCode1
Estimating Blink Probability for Highlight Detection in Figure Skating Videos0
SoccerDB: A Large-Scale Database for Comprehensive Video UnderstandingCode0
TruNet: Short Videos Generation from Long Videos via Story-Preserving Truncation0
Unsupervised Multi-stream Highlight detection for the Game "Honor of Kings"0
Less is More: Learning Highlight Detection from Video Duration0
Single Image Highlight Removal with a Sparse and Low-Rank Reflection ModelCode0
Deep Unsupervised Multi-View Detection of Video Game Stream Highlights0
PHD-GIFs: Personalized Highlight Detection for Automatic GIF CreationCode1
A Deep Ranking Model for Spatio-Temporal Highlight Detection from a 360 Video0
Video Highlights Detection and Summarization with Lag-Calibration based on Concept-Emotion Mapping of Crowdsourced Time-Sync Comments0
Video Highlights Detection and Summarization with Lag-Calibration based on Concept-Emotion Mapping of Crowd-sourced Time-Sync CommentsCode0
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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