Datasets › TvSum
TvSum (TVSum: Summarizing Web Videos Using Titles)
Introduced by Song et al. in TVSum: Summarizing web videos using titles.
The TVSum dataset comprises 50 videos, with durations ranging from 1 to 11 minutes. These videos belong to 10 different categories associated with the TRECVid MED task, with 5 videos in each category, and were collected from YouTube. The video categories include various activities like changing a vehicle tire, making a sandwich, and flash mob gatherings. For annotation, each video was reviewed and rated by 20 users, who assigned frame-level importance scores on a scale from 1 (not important) to 5 (very important).
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 | ||||
|---|---|---|---|---|---|---|
| Supervised Video Summarization | TvSum | MAVS [DBLP:conf/mm/FengLKZ18] F1-score (Canonical) 67.5 | Supervised Video Summarization via Multiple Feature Sets... | thswodnjs3/CSTA +2 | 21 | Compare |
| Unsupervised Video Summarization | TvSum | SegSum F1-score 62 | Integrate the temporal scheme for unsupervised video... | bavo96/SegSum | 8 | Compare |
| Highlight Detection | TvSum | FlashVTG mAP 88 | FlashVTG: Feature Layering and Adaptive Score Handling... | zhuo-cao/flashvtg | 7 | Compare |
| Video Summarization | TvSum | RR-STG F1-score (Canonical) 63.0 | Relational Reasoning Over Spatial-Temporal Graphs for... | — | 6 | Compare |
Papers archive 2025-07-28
28 shown of 28 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 28. 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
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Creative Commons CC-BY (v3.0) license
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- TvSum
1 variant name, as the archive lists them.
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