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GitHub - taki0112/partial_conv-Tensorflow: Simple Tensorflow implementation of &...

 6 years ago
source link: https://github.com/taki0112/partial_conv-Tensorflow
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README.md

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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