Datasets › QVHighlights
QVHighlights (Query-based Video Highlights)
The Query-based Video Highlights (QVHighlights) dataset is a dataset for detecting customized moments and highlights from videos given natural language (NL). It consists of over 10,000 YouTube videos, covering a wide range of topics, from everyday activities and travel in lifestyle vlog videos to social and political activities in news videos. Each video in the dataset is annotated with: (1) a human-written free-form NL query, (2) relevant moments in the video w.r.t. the query, and (3) five-point scale saliency scores for all query-relevant clips.
Benchmarks archive 2025-07-28
All 4 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Moment Retrieval | QVHighlights | SG-DETR (w/ PT) mAP 58.80 | Saliency-Guided DETR for Moment Retrieval and Highlight Detection | ai-forever/sg-detr | 32 | Compare |
| Highlight Detection | QVHighlights | SG-DETR (w/ PT) mAP 44.70 | Saliency-Guided DETR for Moment Retrieval and Highlight Detection | ai-forever/sg-detr | 21 | Compare |
| Video Grounding | QVHighlights | InternVideo2-6B R@1,IoU=0.7 56.45 | InternVideo2: Scaling Foundation Models for Multimodal... | opengvlab/internvideo +1 | 7 | Compare |
| Zero-shot Moment Retrieval | QVHighlights | SG-DETR (ZS) R1@0.5 63.90 | Saliency-Guided DETR for Moment Retrieval and Highlight Detection | ai-forever/sg-detr | 2 | Compare |
Papers archive 2025-07-28
26 shown of 26 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 41. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Attribution-NonCommercial-ShareAlike 4.0 International
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- QVHighlights
1 variant name, as the archive lists them.
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