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ECML-PKDD 2018 Reproducible Research

Source code for reproducibility of our experiments for the ECML-PKDD 2018 paper "Towards Efficient Forward Propagation on Resource-Constrained Systems"

Dependencies

  • Python 2 or 3
  • TensorFlow
  • TensorPack
  • Python bindings for OpenCV

Usage

Configuration: ternary weights and 8-bit activations ConvNet on SVHN

python svhn-digit.py --gpu 0

ResNet on Cifar10

python cifar10-resnet.py --n 3 --gpu 0,1

AlexNet on ImageNet

python imagenet-alexnet.py --data PATH --gpu 0,1