SOTAVerified

Highlight Detection

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

Papers

Showing 2650 of 78 papers

TitleStatusHype
M2-Net: Multi-stages Specular Highlight Detection and Removal in Multi-scenesCode1
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
Adaptive Video Highlight Detection by Learning from User HistoryCode1
PHD-GIFs: Personalized Highlight Detection for Automatic GIF CreationCode1
Unsupervised Transcript-assisted Video Summarization and Highlight Detection0
Rhapsody: A Dataset for Highlight Detection in PodcastsCode0
Gameplay Highlights Generation0
Automatic Detection of Intro and Credits in Video using CLIP and Multihead Attention0
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection0
Agent-based Video Trimming0
Video LLMs for Temporal Reasoning in Long Videos0
D&M: Enriching E-commerce Videos with Sound Effects by Key Moment Detection and SFX Matching0
Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence0
A Multimodal Transformer for Live Streaming Highlight Prediction0
Unleash the Potential of CLIP for Video Highlight DetectionCode0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding0
R^2-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding0
Unsupervised Modality-Transferable Video Highlight Detection with Representation Activation Sequence Learning0
GPTSee: Enhancing Moment Retrieval and Highlight Detection via Description-Based Similarity Features0
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric dataCode0
DiffusionVMR: Diffusion Model for Joint Video Moment Retrieval and Highlight Detection0
Show Me What I Like: Detecting User-Specific Video Highlights Using Content-Based Multi-Head Attention0
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