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Experiment results

Some machine and env info:

Torch 1.5.0+cu101
Current device 0
Devices count: 1
Device: Tesla P100-PCIE-16GB

The provided table show comparative analysys of between ResNet and VGG models on Cifar10. Results are obtained for models, that trainded 300 epocs

Name # layers # params Prec@1
ResNet20 20 0.27M 91.99%
VGG11 11 133M 86.81%
VGG16 (135 epc) 16 138 91.86%

Training process was monitored by using TensorBoard tools

Alt text

TODO

  • Update Table
  • Link to disk
  • Results for ResNet32, ResNet44, ResNet56, ResNet110, ResNet120, VGG11_bn, VGG13, VGG13_bn, VGG16_bn, VGG19, VGG19_bn