Environmental Sound Classification on ESC-50 (10-fold cross-validation)
96.1AccuracyERANN-2-5
Evaluation Results
| Method | Links | |
|---|---|---|
| ERANN-2-5e2e=false, Params=37.9 x 10^6, protocol=Fine-tune2021.06 | 96.1 | |
| ASTe2e=false, Params=87.3 x 10^6, protocol=Fine-tune2021.06 | 95.6 | |
| ESResNeXte2e=false, Params=30.1 x 10^6, protocol=Fine-tune2021.06 | 95.2 | |
| CNN14e2e=false, Params=79.8 x 10^6, protocol=Fine-tune2021.06 | 94.7 | |
| AemNet-DWe2e=true, Params=0.9 x 10^6, protocol=Fine-tune2021.06 | 92.3 | |
| ESResNete2e=false, Params=30.6 x 10^6, protocol=Fine-tune2021.06 | 91.5 | |
| ERANN-1-3e2e=false, Params=13.6 x 10^6, protocol=Scratch2021.06 | 89.2 | |
| ASTe2e=false, Params=87.3 x 10^6, protocol=Scratch2021.06 | 88.7 | |
| ERANN-2-5e2e=false, Params=37.9 x 10^6, protocol=Scratch2021.06 | 87.9 | |
| CNN14e2e=false, Params=79.8 x 10^6, protocol=Scratch2021.06 | 83.3 | |
| ESResNete2e=false, Params=30.6 x 10^6, protocol=Scratch2021.06 | 83.2 | |
| EnvNet-v2e2e=true, Params=101.3 x 10^6, protocol=Scratch2021.06 | 81.8 | |
| AemNet-DWe2e=true, Params=0.9 x 10^6, protocol=Scratch2021.06 | 74.9 |