dreadlord1984 / partial_conv-tensorflow

Simple Tensorflow implementation of "Partial Convolution based Padding" (partialconv)

PartialConv-Tensorflow

Simple Tensorflow implementation of Partial Convolution based Padding

How to use

  # typical convolution layer with zero padding
  x = conv(x, channels, kernel=3, stride=2, use_bias=True, padding='SAME', scope='conv')
  
  # partial convolution based padding
  x = partial_conv(x, channels, kernel=3, stride=2, use_bias=True, padding='SAME', scope='conv')

Results

Activation map

ImageNet Classification

Segmentation (DeepLab V3+)

Author

Junho Kim