Audio Classification on Speech Commands Spectrogram Mini (val)
83.3AccuracyDropConnect
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DropConnectDrop rate=0, Training Epoch=202025.12 | 83.3 | 0.537 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=20, Perturbation=Dynamic2025.12 | 81.5 | 0.536 | |
| PerNodeGaussianDrop rate=0.7, Training Epoch=20, Perturbation=Dynamic2025.12 | 81.5 | 0.557 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=18, Perturbation=Fixed2025.12 | 81.2 | 0.59 | |
| PerNodeBernoulliDrop rate=0.4, Training Epoch=20, Perturbation=Dynamic2025.12 | 80.9 | 0.564 | |
| PerNodeBernoulliDrop rate=0.4, Training Epoch=19, Perturbation=Dynamic2025.12 | 80.9 | 0.57 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=19, Perturbation=Dynamic2025.12 | 80.7 | 0.547 | |
| DropConnectDrop rate=0, Training Epoch=172025.12 | 80.7 | 0.589 | |
| PerNodeBernoulliDrop rate=0.4, Training Epoch=16, Perturbation=Dynamic2025.12 | 80.4 | 0.583 | |
| PerNodeGaussianDrop rate=0.8, Training Epoch=17, Perturbation=Fixed2025.12 | 80.3 | 0.598 | |
| PerNodeBernoulliDrop rate=0, Training Epoch=18, Perturbation=Fixed2025.12 | 80.2 | 0.577 | |
| PerNodeBernoulliDrop rate=0.6, Training Epoch=20, Perturbation=Fixed2025.12 | 80 | 0.606 | |
| DropConnectDrop rate=0, Training Epoch=152025.12 | 79.8 | 0.586 | |
| PerNodeGaussianDrop rate=0.5, Training Epoch=16, Perturbation=Fixed2025.12 | 79.8 | 0.601 | |
| PerNodeBernoulliDrop rate=0.3, Training Epoch=19, Perturbation=Fixed2025.12 | 79.7 | 0.597 | |
| DropoutDrop rate=0.2, Training Epoch=182025.12 | 78.8 | 0.602 | |
| DropoutDrop rate=0.2, Training Epoch=202025.12 | 78 | 0.627 | |
| GaussianDropoutDrop rate=0, Training Epoch=182025.12 | 78 | 0.65 | |
| DropoutDrop rate=0.2, Training Epoch=192025.12 | 77.9 | 0.619 | |
| GaussianDropoutDrop rate=0, Training Epoch=172025.12 | 77.7 | 0.647 | |
| GaussianDropoutDrop rate=0.1, Training Epoch=192025.12 | 76.8 | 0.653 | |
| MaskEnsembleDrop rate=0.8, Training Epoch=202025.12 | 70.1 | 0.893 | |
| MaskEnsembleDrop rate=0.8, Training Epoch=162025.12 | 68.6 | 0.901 | |
| MaskEnsembleDrop rate=0.8, Training Epoch=152025.12 | 67.8 | 0.916 |