| CPC G06F 18/2148 (2023.01) [G06N 3/08 (2013.01); G06T 5/77 (2024.01); G06T 7/11 (2017.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01)] | 20 Claims |
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1. A non-transitory computer readable medium storing instructions thereon that, when executed by at least one processor, cause a computing device to perform operations comprising:
generating a set of object masks for objects within a digital image utilizing a segmentation model;
selecting a masked digital image from a set of masked digital images depicting masked object instances indicated by the set of object masks for the digital image;
generating an inpainted digital image from the masked digital image by filling a hole region indicated by a digital image mask of the masked digital image utilizing a generative inpainting neural network comprising a discriminator neural network;
comparing the inpainted digital image with the digital image utilizing a masked regularization from the digital image mask to penalize the discriminator neural network from overfitting by enforcing computation of gradient penalties on unmasked pixels outside of the digital image mask; and
modifying parameters of the generative inpainting neural network based on the inpainted digital image according to the masked regularization.
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