TVSum
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Summarization | TVSum | F-Measure69 | 213 | |
| Video Summarization | TVsum | Kendall's Tau0.211 | 55 | |
| Video Summarization | TVSum (test) | F-score0.675 | 47 | |
| Video Summarization | TVSum Canonical | F-Score60.9 | 39 | |
| Highlight Detection | TVSum | VT88.2 | 34 | |
| Video Summarization | TVSum (Augmented) | F-score63.9 | 33 | |
| Video highlight detection | TVsum | mAP@5 (BK)91.3 | 26 | |
| Video Summarization | TVSum | Kendall's τ0.203 | 24 | |
| Highlight Detection | TVSum v1.0 (test) | VT90.8 | 24 | |
| Unsupervised video summarization | TVSum (unsupervised) | F-score61.5 | 20 | |
| Video Summarization | TVSum single ground truth (test) | F1 Score70.1 | 17 | |
| Highlight Detection | TVSum (test) | VT (Top-5 mAP)92 | 17 | |
| Video Summarization | TVSum Transfer | F-score60 | 16 | |
| Video Summarization | TVSum50 | F-score63.9 | 13 | |
| Video Summarization | TVSum Canonical (C) 5-fold cross-validation | F1 Score61.4 | 10 | |
| Video Saliency and Highlight Detection | TVSum (test) | PLCC0.5 | 9 | |
| Highlight Detection | TVSum random 0.2 (test) | VT Score87.5 | 9 | |
| Video Summarization | TVSum (5-fold cross-val) | Kendall's Tau0.203 | 9 | |
| Video Summarization | TVSum | Rank2 | 8 | |
| Video Summarization | TVSum canonical (train test) | F1 Score0.78 | 8 | |
| Video Summarization | TVSum (original five splits) | F1 Score67.5 | 6 | |
| Video Summarization | TVSum | F1 Score0.64 | 4 |
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