| Subject_A | Subject_B | |
|---|---|---|
| Accuracy | 0.87 | 0.95 |
Using PyTorch for CNN Model
download processed data 提取码: hw8b
to dataset/ folder
run train.py ( Simply modify 'A' to 'B' for different subject )
See Model.py 'class Vanilla'
Average every 15 times repeat experiment for higher SNR.
Because every character only creates 2 positive samples but 10 negative, just repeat the 2 positive sample 4 more times ( See Dataset.py ) in order to balance positive between negative.
dataset folder contains only processed data.
SGD + momentum with lr=5e-4 momentum=0.9 weight_decay=1e-4