Architecture | Accuracy |
---|---|
initial_tests(VGG) | 86% |
resnet13 | 90% |
wresnet20 | 95% |
Tried different architectures and solidified deep learning and CNN understanding through implementing and training a model for CIFAR 10. It is relatively easy with online tutorials to achieve 80%+ accuracy, however, to get to 90%+ accuracy, I followed the architecture mentioned in Research Articles:
Resnet: https://arxiv.org/abs/1512.03385
Wide Resnet: https://arxiv.org/abs/1605.07146