Deep Networks with Stochastic Depth implementation by Chainer

Implementation by Chainer. Original paper is Deep Networks with Stochastic Depth.

Requirements

• Chainer 1.5+ (Neural network framework)

Usage

In python script, write:

from ResDrop152 import ResNet
model = ResNet()

Traning Speed

Faster up to 25% per iteration than ResNet with no layer drop.

Sample Result

I trained ResNet101 with layer drop and ResNet101 with no layer drop for PASCAL VOC Action dataset. ResNet with layer drop improved the accuracy of test results about 4%.