PistonY / Shake-Shake-pytorch

Boost much better results and use less time.

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Shake-Shake pytorch

This is a unofficial Shake-Shake regularization implement of pytorch with Python3.

And boost much better than proposed using less time.

Usage

For train a model, please just use train scripts

Shake Shake model normally need to train 1800 epochs, but this repo just train 220 epochs, so if you need better results you could train a lettle more.

Pretrained model/log(s) is here

Results on CIFAR-10(error rate)

Model Proposed This repo Model size Improved
epochs 1800 220 - (save time) 818%
SSI 26 2x32d 3.55 3.91 2.9M -0.37%
SSI 26 2x64d 2.98 2.90 11.7M 0.08%
SSI 26 2x96d 2.86 2.66 26.2M 0.20%
SSI 26 2x112d 2.82 2.56 35.6M 0.26%

About

Boost much better results and use less time.


Languages

Language:Python 97.9%Language:Shell 2.1%