Audio Classification on Speech Commands Spectrogram Mini (train)
0.219Training LossDropConnect
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DropConnectDrop rate=0, Training Epoch=202025.12 | 0.219 | 93.5 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=18, Perturbation=Fixed2025.12 | 0.219 | 93.6 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=17, Perturbation=Fixed2025.12 | 0.247 | 92.5 | |
| PerNodeBernoulliDrop rate=0.6, Training Epoch=20, Perturbation=Fixed2025.12 | 0.286 | 91.1 | |
| PerNodeBernoulliDrop rate=0, Training Epoch=18, Perturbation=Fixed2025.12 | 0.3 | 90.7 | |
| PerNodeGaussianDrop rate=0.7, Training Epoch=20, Perturbation=Dynamic2025.12 | 0.314 | 90.7 | |
| DropConnectDrop rate=0, Training Epoch=172025.12 | 0.314 | 90 | |
| PerNodeGaussianDrop rate=0.5, Training Epoch=16, Perturbation=Fixed2025.12 | 0.314 | 90.2 | |
| PerNodeBernoulliDrop rate=0.4, Training Epoch=20, Perturbation=Dynamic2025.12 | 0.327 | 89.9 | |
| PerNodeBernoulliDrop rate=0.4, Training Epoch=19, Perturbation=Dynamic2025.12 | 0.331 | 89.4 | |
| PerNodeBernoulliDrop rate=0.3, Training Epoch=19, Perturbation=Fixed2025.12 | 0.342 | 89.1 | |
| GaussianDropoutDrop rate=0, Training Epoch=182025.12 | 0.343 | 89.3 | |
| DropConnectDrop rate=0, Training Epoch=152025.12 | 0.348 | 88.9 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=20, Perturbation=Dynamic2025.12 | 0.36 | 88.9 | |
| GaussianDropoutDrop rate=0, Training Epoch=172025.12 | 0.368 | 88.6 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=19, Perturbation=Dynamic2025.12 | 0.374 | 88.1 | |
| DropoutDrop rate=0.2, Training Epoch=202025.12 | 0.374 | 87.5 | |
| DropoutDrop rate=0.2, Training Epoch=192025.12 | 0.384 | 87.1 | |
| PerNodeBernoulliDrop rate=0.4, Training Epoch=16, Perturbation=Dynamic2025.12 | 0.395 | 87.7 | |
| DropoutDrop rate=0.2, Training Epoch=182025.12 | 0.4 | 86.9 | |
| GaussianDropoutDrop rate=0.1, Training Epoch=192025.12 | 0.475 | 83.9 | |
| MaskEnsembleDrop rate=0.8, Training Epoch=202025.12 | 0.654 | 77.4 | |
| MaskEnsembleDrop rate=0.8, Training Epoch=162025.12 | 0.721 | 74.7 | |
| MaskEnsembleDrop rate=0.8, Training Epoch=152025.12 | 0.743 | 73.2 |