| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Summarization | SumMe | F1 Score (Avg)64.2 | 130 | |
| Video Summarization | SumMe (various) | F-score53.4 | 35 | |
| Video Summarization | SumMe (test) | F-score57.1 | 35 | |
| Video Summarization | SumMe (Augmented) | F-score52.1 | 33 | |
| Video Summarization | SumMe | Kendall's τ0.253 | 32 | |
| Video Summarization | SumMe | Kendall's tau0.205 | 26 | |
| Unsupervised video summarization | SumMe unsupervised | F-score51.7 | 20 | |
| Video Summarization | SumMe single ground truth (test) | F1 Score65.9 | 17 | |
| Video Summarization | SumMe (Transfer) | F-score46.4 | 16 | |
| Video Summarization | SumMe | F-Score58.3 | 13 | |
| Video Summarization | SumMe (5-fold cross-validation) | F1 Score54.3 | 12 | |
| Video Saliency and Highlight Detection | SumMe (test) | PLCC0.47 | 9 | |
| Video Summarization | SumMe | Rank1 | 8 | |
| Video Summarization | SumMe canonical (train test) | F1 Score0.6042 | 8 | |
| Video Saliency Prediction | SumMe (test) | CC0.471 | 7 | |
| Video Summarization | SumMe (original five splits) | F1 Score0.545 | 6 | |
| Video Summarization | SumMe | F1 Score57.5 | 4 |