| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DCASE 2020 (dev) | Wilkinghoff et al. | Official Performance Metric94.2 | 46 | 1mo ago | |
| DCASE ASD 2020-2025 (dev and evaluation) | Overall Performance Score69.25 | 30 | 1mo ago | ||
| DCASE T2 DG sec-eval 2023 | Global matching baseline | HMean73.8 | 27 | 1mo ago | |
| DCASE T2 DG 2023 (sec dev) | AdaBEAM | HMean66.3 | 26 | 1mo ago | |
| DCASE T2 sec-eval 2020 | AdaBEAM | Amean88.5 | 26 | 1mo ago | |
| DCASE T2 DG sec-eval 2024 | AdaBEAM | HMean63 | 25 | 1mo ago | |
| DCASE T2 DG 2024 (dev) | AdaBEAM | HMean62.4 | 25 | 1mo ago | |
| DCASE 2023 (eval) | Jiang et al. | Official Performance Score74.2 | 17 | 1mo ago | |
| DCASE 2023 (dev) | Saengthong et al. (BEATs) | Performance Metric73.8 | 17 | 1mo ago | |
| DCASE 2024 | Dataset-wise Harmonic Mean67 | 16 | 1mo ago | ||
| DCASE 2024 (eval) | Official Performance Metric67.1 | 16 | 1mo ago | ||
| DCASE 2023 | Wilkinghoff et al. | Dataset-wise Harmonic Mean71.8 | 16 | 1mo ago | |
| DCASE 2020 | Wilkinghoff et al. | Dataset-wise Harmonic Mean93.7 | 16 | 1mo ago | |
| DCASE 2020 (eval) | Jiang et al. | Official Performance Metric94.3 | 15 | 1mo ago | |
| DCASE 2024 (dev) | Performance Score67.8 | 14 | 1mo ago | ||
| DCASE 2022 | Fujimura et al. | Dataset-wise Harmonic Mean71.8 | 12 | 1mo ago | |
| DCASE 2022 (eval) | Official Performance Metric71 | 12 | 1mo ago | ||
| DCASE2022 (dev) | Fujimura et al. | Official Performance Metric73.9 | 10 | 1mo ago | |
| DCASE 2025 | BEATs | Dataset-wise Harmonic Mean63.2 | 7 | 1mo ago | |
| DCASE 2025 (eval) | BEATs | Official Performance Metric62.4 | 7 | 1mo ago | |
| DCASE 2025 (dev) | Fujimura et al. | Official Performance Metric64.9 | 6 | 1mo ago | |
| DCASE Task 2 2020 (test) | TLDiffGAN | Fan AUC85.88 | 6 | 1mo ago |
