Experiments Archive
Configuration
| Experiment | Model | Samples | Sample Rate | hop length | n fft | n mels | Test |
|---|---|---|---|---|---|---|---|
| CNNNetwork | 22050 | 22050 | 512 | 1024 | 64 | False | |
| CNNNetwork | 22050 | 22050 | 512 | 1024 | 64 | False | |
| VGGish | 44100 | 44100 | 512 | 1024 | 64 | False | |
| VGGish | 220500 | 44100 | 512 | 1024 | 64 | True | |
| VGGish | 220500 | 44100 | 512 | 1024 | 64 | True |
Training
| ID | Epochs | Batch | Classes | LR | samples | Loss | Accuracy |
|---|---|---|---|---|---|---|---|
| 10 | 10 | 2 | 0.001 | 60 | 0.58 | 0.71 | |
| 30 | 20 | 2 | 0.001 | 60 | 0.56 | 0.73 | |
| 20 | 20 | 2 | 0.001 | 60 | 0.39 | 0.85 | |
| 50 | 73 | 2 | 0.001 ~ 0.00001 | 146 | 0.14 | 0.95 | |
| 30 | 130 | 2 | 0.001 ~ 0.00001 | 1040 | 0.16 | 0.94 |
| ID | Model | Epochs | Batch | Classes | LR | samples | Loss | Accuracy |
|---|---|---|---|---|---|---|---|---|
| Jan25_22-37-21 | CNNNetwork | 10 | 10 | 2 | 0.001 | 60 | 0.58 | 0.71 |
| Jan26_01-48-31 | CNNNetwork | 30 | 20 | 2 | 0.001 | 60 | 0.56 | 0.73 |
| Jan31_15-40-04 | VGGish | 20 | 20 | 2 | 0.001 | 60 | 0.39 | 0.85 |
| Feb18_21-07-48 | VGGish | 50 | 73 | 2 | 0.001 ~ 0.00001 | 146 | 0.14 | 0.95 |
| Feb27_02-30-45 | VGGish | 30 | 130 | 2 | 0.001 ~ 0.00001 | 1040 | 0.16 | 0.94 |
| Metric | Value |
|---|---|
| Model | VGGish |
| Epoch | 9 |
| Train Accuracy | 0.804 |
| Valid Accuracy | 0.806 |
| Train Loss | 0.4186 |
| Valid Loss | 0.4936 |
| Metric | Value |
|---|---|
| Model | VGGish |
| Epoch | 22 |
| Train Accuracy | 0.935 |
| Valid Accuracy | 0.838 |
| Train Loss | 0.1751 |
| Valid Loss | 0.7429 |