| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| TVSum | CLIP-It | F-Measure69 | 213 | 3d ago | |
| SumMe | F1 Score (Avg)64.2 | 130 | 3d ago | ||
| TVsum | LLMVS | Kendall's Tau0.211 | 55 | 3d ago | |
| TVSum (test) | F-score0.675 | 47 | 3d ago | ||
| TVSum Canonical | VJMHT | F-Score60.9 | 39 | 3d ago | |
| SumMe (various) | MSVA | F-score53.4 | 35 | 3d ago | |
| SumMe (test) | F-score57.1 | 35 | 3d ago | ||
| TVSum (Augmented) | F-score63.9 | 33 | 3d ago | ||
| SumMe (Augmented) | CSNet | F-score52.1 | 33 | 3d ago | |
| SumMe | LLMVS | Kendall's τ0.253 | 32 | 3d ago | |
| SumMe | Kendall's tau0.205 | 26 | 3d ago | ||
| TVSum | DMASum | Kendall's τ0.203 | 24 | 3d ago | |
| Video-MME 900 videos | Overall Accuracy85.2 | 22 | 3d ago | ||
| TVSum single ground truth (test) | Semantic-Guided Unsupervised Video Summarization | F1 Score70.1 | 17 | 3d ago | |
| SumMe single ground truth (test) | F1 Score65.9 | 17 | 3d ago | ||
| TVSum Transfer | RSGN | F-score60 | 16 | 3d ago | |
| SumMe (Transfer) | VJMHT | F-score46.4 | 16 | 3d ago | |
| MovieSum (test) | Gold Screenplay | Visual Reconstruction Score34.47 | 15 | 3d ago | |
| SumMe | F-Score58.3 | 13 | 3d ago | ||
| TVSum50 | F-score63.9 | 13 | 3d ago | ||
| SumMe (5-fold cross-validation) | DMASum | F1 Score54.3 | 12 | 3d ago | |
| QFVS (Vid 1-4) | CLIP-It | F1 (Vid 1)84.98 | 11 | 3d ago | |
| TVSum Canonical (C) 5-fold cross-validation | DMASum | F1 Score61.4 | 10 | 3d ago | |
| TVSum (5-fold cross-val) | DMASum | Kendall's Tau0.203 | 9 | 3d ago | |
| TVSum | CSTA | Rank2 | 8 | 3d ago |
