Oleg Zabluda's blog
Monday, June 25, 2018
 
Image Inpainting for Irregular Holes Using Partial Convolutions (2018) Guilin Liu [...] Bryan Catanzaro
Image Inpainting for Irregular Holes Using Partial Convolutions (2018) Guilin Liu [...] Bryan Catanzaro
"""
Existing deep learning based image inpainting methods use a standard convolutional network over the corrupted image, using convolutional filter responses conditioned on both valid pixels as well as the substitute values in the masked holes (typically the mean value). This often leads to artifacts such as color discrepancy and blurriness. [...] We propose the use of partial convolutions, where the convolution is masked and renormalized to be conditioned on only valid pixels. We further include a mechanism to automatically generate an updated mask for the next layer as part of the forward pass.
"""
https://arxiv.org/abs/1804.07723
https://arxiv.org/abs/1804.07723

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