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PartialConv-Tensorflow

Simple Tensorflow implementation of Partial Convolution based Padding partial_conv

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

activation_map

ImageNet Classification

classification

Segmentation (DeepLab V3+)

seg_1 seg_2

Author

Junho Kim

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

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  • Python 100.0%