| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| AudioSet (test) | mAP50 | 25 | 15d ago | ||
| MTT | MATPAC++ | MTT AP40.8 | 19 | 1mo ago | |
| FSD50K (eval) | DARTS-GAEA | mAP94 | 19 | 3mo ago | |
| AudioSet balanced (AS-20k) | EAT | mAP40.2 | 14 | 3mo ago | |
| FSD50K | MATPAC++ | mAP56.1 | 11 | 1mo ago | |
| MagnaTagATune (MTAT) | mAP40.7 | 11 | 2mo ago | ||
| Full AudioSet 1.0 (test) | Proposed Full Model (PSLA Ensemble) | mAP47.44 | 11 | 3mo ago | |
| AudioSet Strong | mAP21.6 | 9 | 2mo ago | ||
| Balanced AudioSet 1.0 (test) | Proposed Full Model (PSLA Ensemble) | AUC0.9638 | 9 | 3mo ago | |
| AudioSet (evaluation set) | LHGNN | mAP46.6 | 8 | 3mo ago | |
| AudioSet 1.0 (evaluation) | CNN14 | mAP43.1 | 8 | 3mo ago | |
| ESC-FreeGen50 (test) | Proposed CSU | Accuracy64.32 | 7 | 15d ago | |
| DCASE Task 2 2018 (test) | mAP@395.4 | 5 | 3mo ago |
