SOTAVerified

Highlight Detection

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

Papers

Showing 51–75 of 78 papers

TitleStatusHype
AntPivot: Livestream Highlight Detection via Hierarchical Attention Mechanism—0
Unsupervised Transcript-assisted Video Summarization and Highlight Detection—0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding—0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding—0
Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence—0
Show Me What I Like: Detecting User-Specific Video Highlights Using Content-Based Multi-Head Attention—0
Video Highlights Detection and Summarization with Lag-Calibration based on Concept-Emotion Mapping of Crowdsourced Time-Sync Comments—0
Smart Director: An Event-Driven Directing System for Live Broadcasting—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
Temporal Cue Guided Video Highlight Detection With Low-Rank Audio-Visual Fusion—0
100,000 Podcasts: A Spoken English Document Corpus—0
Video LLMs for Temporal Reasoning in Long Videos—0
A Multi-Task Network for Joint Specular Highlight Detection and Removal—0
A Multimodal Transformer for Live Streaming Highlight Prediction—0
Contrastive Learning for Unsupervised Video Highlight Detection—0
Agent-based Video Trimming—0
Deep Unsupervised Multi-View Detection of Video Game Stream Highlights—0
DiffusionVMR: Diffusion Model for Joint Video Moment Retrieval and Highlight Detection—0
Discovering Picturesque Highlights from Egocentric Vacation Videos—0
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching—0
Estimating Blink Probability for Highlight Detection in Figure Skating Videos—0
Unleash the Potential of CLIP for Video Highlight DetectionCode0
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
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
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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