pip install timm
pip install tqdm
python main.py --model resnet34 --epochs 10
Training Configurations for CIFAR-10
Model | Train | Test | Pre-trained | Batch | LR | Momentum | Weight Decay | Epochs | Optimizer |
---|---|---|---|---|---|---|---|---|---|
MobileNetV2 | 50000 | 10000 | No | 128 | 0.05 | 0.9 | 4e-05 | 200 | SGD |
ResNet34 | 50000 | 10000 | No | 128 | 0.1 | 0.9 | 5e-4 | 150 | SGD |
ViT-Base | 50000 | 10000 | No | 128 | 0.003 | 0.9 | 1e-2 | 50 | AdamW |
Training Configurations for CIFAR-10 (Pretrained Models)
Model | Train | Test | Pre-trained | Batch | LR | Momentum | Weight Decay | Epochs | Optimizer |
---|---|---|---|---|---|---|---|---|---|
MobileNetV2 | 50000 | 10000 | Yes | 128 | 0.001 | 0.9 | 1e-5 | 100 | SGD |
ResNet34 | 50000 | 10000 | Yes | 128 | 0.001 | 0.9 | 1e-4 | 100 | SGD |
ViT-Base | 50000 | 10000 | Yes | 128 | 5e-5 | - | 1e-2 | 50 | AdamW |