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Image classification models on CIFAR10 dataset using pytorch

pytorch-cifar10

Classifying CIFAR10 dataset with popular DL computer vision models.

Requirements

Python 3x

PyTorch 1.0+

CUDA and proper NVIDIA drivers (optional, only if Nvidia GPU is available)

Instructions

python main.py

model folder contains net architectures, just uncomment the preferred one in main.py

Current stats

Model GPU Accuracy Training Time
LeNet5 Tesla T4 67.15% ...
ResNet Tesla T4 76.14% 21 min
VGG16 Tesla T4 78.60% 6 min
VGG19 Tesla T4 78.51% 7 min

Extras

project is no longer maintained