| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| UAS DCASE Task 1A 2018 (test) | ERGL | Accuracy78.1 | 15 | 4d ago | |
| DCASE task 1a 2020 (dev) | Ensemble | Overall Accuracy81.9 | 13 | 4d ago | |
| CochlScene | Deshmukh et al., 2023 | ACC91.6 | 11 | 4d ago | |
| TAU Urban Acoustic Scenes Mobile 2020 (test) | SOTA CNN [73] | Accuracy76.6 | 11 | 4d ago | |
| FSD50K (test) | Large Transformer with multi-scale filters | mAP54.1 | 8 | 4d ago | |
| TAU Urban Acoustic Scenes Mobile 2019 (test) | SC aligned | Accuracy (Device A)73.4 | 8 | 4d ago | |
| TUT 2017 | Accuracy71.2 | 6 | 4d ago | ||
| TAU-UAS Mobile 2022 (25% split) | Ensemble-Guided Distillation | Accuracy59.9 | 5 | 4d ago | |
| TAU Urban Acoustic Scenes Mobile 2022 (dev) | Ensemble-Guided Distillation (Ours) | Accuracy60.6 | 5 | 4d ago | |
| Acoustic scenes (test) | COLA | Accuracy94 | 5 | 4d ago |
