| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomalous Sound Detection | DCASE 2020 (dev) | Official Performance Metric94.2 | 46 | |
| Anomalous Sound Detection | DCASE T2 DG sec-eval 2023 | HMean73.8 | 27 | |
| Anomalous Sound Detection | DCASE T2 DG 2023 (sec dev) | HMean66.3 | 26 | |
| Anomalous Sound Detection | DCASE T2 sec-eval 2020 | Amean88.5 | 26 | |
| Anomalous Sound Detection | DCASE T2 DG sec-eval 2024 | HMean63 | 25 | |
| Anomalous Sound Detection | DCASE T2 DG 2024 (dev) | HMean62.4 | 25 | |
| Acoustic Scene Classification | DCASE | Mi-F1 Score48.9 | 21 | |
| Sound Event Detection | DCASE HEAR challenge | Onset FMS89.1 | 20 | |
| Anomalous Sound Detection | DCASE 2023 (eval) | Official Performance Score74.2 | 17 | |
| Anomalous Sound Detection | DCASE 2023 (dev) | Performance Metric73.8 | 17 | |
| Anomalous Sound Detection | DCASE 2024 | Dataset-wise Harmonic Mean67 | 16 | |
| Anomalous Sound Detection | DCASE 2024 (eval) | Official Performance Metric67.1 | 16 | |
| Anomalous Sound Detection | DCASE 2023 | Dataset-wise Harmonic Mean71.8 | 16 | |
| Anomalous Sound Detection | DCASE 2020 | Dataset-wise Harmonic Mean93.7 | 16 | |
| Anomalous Sound Detection | DCASE 2020 (eval) | Official Performance Metric94.3 | 15 | |
| Sound Event Detection | DCASE challenge task 4 2023 (test) | PSDS10.587 | 15 | |
| Sound classification | DCASE | Accuracy97 | 15 | |
| Anomalous Sound Detection | DCASE 2024 (dev) | Performance Score67.8 | 14 | |
| Anomaly Detection | DCASE RMIS Benchmark | DCASE 20 Score74.2 | 14 | |
| Acoustic Scene Classification | DCASE task 1a 2020 (dev) | Overall Accuracy81.9 | 13 | |
| Anomalous Sound Detection | DCASE 2022 | Dataset-wise Harmonic Mean71.8 | 12 | |
| Anomalous Sound Detection | DCASE 2022 (eval) | Official Performance Metric71 | 12 | |
| Sound Event Detection | DCASE DESED Task 4 2024 | tPSDS@10.583 | 12 | |
| Anomalous Sound Detection | DCASE2022 (dev) | Official Performance Metric73.9 | 10 | |
| Audio event classification | DCASE (official) | Top-1 Accuracy95 | 9 |