This repository contains my evaluations of several Binarized Neural Networks inspired by the idea in:

https://arxiv.org/abs/1602.02830

Copyright: Xianda Xu xiandaxu@std.uestc.edu.cn

LeNet (Tensorflow)

Dataset: MNIST

Netscope: Network

Baseline Accuracy: 99.15%

Binarized Accuracy: 92.87%

Adapted AlexNet (PyTorch)

Dataset: CIFAR-10

Netscope: Network

Baseline Accuracy: 90.78%

Binarized Accuracy: 85.66%

Quantized Accuracy: 85.52% (8-bit training: https://arxiv.org/abs/1805.11046)

Vgg Net (PyTorch)

Dataset: CIFAR-10

Netscope: Network

Baseline Accuracy: 90.93%

Binarized Accuracy: 81.16%