Train CIFAR10 with PyTorch
I'm playing with PyTorch on the CIFAR10 dataset.
Prerequisites
- Python 3.6+
- PyTorch 1.0+
Accuracy
Model | Acc. |
---|---|
ResNet18 | 93.02% |
ResNet50 | 93.62% |
ResNet101 | 93.75% |
Learning rate adjustment
I manually change the lr
during training:
0.1
for epoch[0,150)
0.01
for epoch[150,250)
0.001
for epoch[250,350)
Resume the training with python main.py --resume --lr=0.01