xn6o/CIFAR_Resnet18

CIFAR10 Model with Resnet18

dataset

torchvision.datasets.CIFAR10

Model Architecture

Reference: [1] Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun Deep Residual Learning for Image Recognition. arXiv:1512.03385

ResNet18

resnet.py

Evaluation

eval.ipynb

results

Model	Learning Rate	Batch Size	Epochs	Accuracy
LeNet	0.0001	128	154	64.21
LeNet	0.001	128	182	74.09
ResNet18	0.0001	128	185	92.77
ResNet18	0.0002	128	186	93.82
ResNet18	0.00025	128	192	93.96
ResNet18	0.0002825	128	192	94.24
ResNet18	0.0003125	128	187	94.15