| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| TVSum | CLIP-It | F-Measure69 | 213 | 1mo ago | |
| SumMe | F1 Score (Avg)64.2 | 130 | 1mo ago | ||
| TVsum | TripleSumm (MoSu) | Kendall's Tau0.217 | 91 | 1mo ago | |
| TVSum (test) | F-score0.675 | 47 | 1mo ago | ||
| TVSum Canonical | VJMHT | F-Score60.9 | 39 | 1mo ago | |
| SumMe (TVT) | TripleSumm | Kendall's Tau0.282 | 36 | 1mo ago | |
| SumMe (various) | MSVA | F-score53.4 | 35 | 1mo ago | |
| SumMe | TripleSumm | Kendall's tau0.282 | 35 | 1mo ago | |
| SumMe (test) | F-score57.1 | 35 | 1mo ago | ||
| TVSum (Augmented) | F-score63.9 | 33 | 1mo ago | ||
| SumMe (Augmented) | CSNet | F-score52.1 | 33 | 1mo ago | |
| SumMe | LLMVS | Kendall's τ0.253 | 32 | 1mo ago | |
| TVSum (5-fold cross-val) | TripleSumm | Kendall's Tau0.217 | 32 | 1mo ago | |
| TVSum | DMASum | Kendall's τ0.203 | 24 | 1mo ago | |
| Video-MME 900 videos | Overall Accuracy85.2 | 22 | 1mo ago | ||
| SumMe 5FCV (traditional train val (TV)) | TripleSumm | Kendall's Tau0.282 | 19 | 1mo ago | |
| TVSum single ground truth (test) | Semantic-Guided Unsupervised Video Summarization | F1 Score70.1 | 17 | 1mo ago | |
| SumMe single ground truth (test) | F1 Score65.9 | 17 | 1mo ago | ||
| TVSum Transfer | RSGN | F-score60 | 16 | 1mo ago | |
| SumMe (Transfer) | VJMHT | F-score46.4 | 16 | 1mo ago | |
| MovieSum (test) | Gold Screenplay | Visual Reconstruction Score34.47 | 15 | 1mo ago | |
| Mr. HiSum | TripleSumm | Kendall's tau0.258 | 13 | 1mo ago | |
| SumMe | F-Score58.3 | 13 | 1mo ago | ||
| TVSum50 | F-score63.9 | 13 | 1mo ago | ||
| SumMe (5-fold cross-validation) | DMASum | F1 Score54.3 | 12 | 1mo ago |
