SOTAVerified

Highlight Detection

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

Papers

Showing 2650 of 78 papers

TitleStatusHype
SpecSeg Network for Specular Highlight Detection and Segmentation in Real-World ImagesCode1
Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight DetectionCode1
TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in ActionCode1
Text-Aware Single Image Specular Highlight RemovalCode1
VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment RetrievalCode1
VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction FormatCode1
Video Repurposing from User Generated Content: A Large-scale Dataset and BenchmarkCode1
SoccerDB: A Large-Scale Database for Comprehensive Video UnderstandingCode0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal GroundingCode0
Single Image Highlight Removal with a Sparse and Low-Rank Reflection ModelCode0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal GroundingCode0
AENet: Learning Deep Audio Features for Video AnalysisCode0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
Rhapsody: A Dataset for Highlight Detection in PodcastsCode0
Video Highlights Detection and Summarization with Lag-Calibration based on Concept-Emotion Mapping of Crowd-sourced Time-Sync CommentsCode0
Unleash the Potential of CLIP for Video Highlight DetectionCode0
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
Show:102550
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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