Neural network synthesis architecture using encoder-decoder models

A computer program product embodied in a non-transitory computer readable medium for machine learning, the computer program product comprising code which causes one or more processors to perform operations of:

• obtaining a facial image for processing on a neural network, wherein the facial image includes unpaired facial image attributes;
• processing the facial image through a first encoder-decoder pair and a second encoder-decoder pair, wherein the first encoder-decoder pair decomposes a first image attribute subspace and the second encoder-decoder decomposes a second image attribute subspace, and wherein the first encoder-decoder pair outputs a first image transformation mask based on the first image attribute subspace and the second encoder-decoder pair outputs a second image transformation mask based on the second image attribute subspace;
• and
• concatenating the first image transformation mask and the second image transformation mask to enable downstream processing.

A computer system for machine learning comprising:

• a memory which stores instructions;
• one or more processors coupled to the memory wherein the one or more processors, when executing the instructions which are stored, are configured to:
• obtain a facial image for processing on a neural network, wherein the facial image includes unpaired facial image attributes;
• process the facial image through a first encoder-decoder pair and a second encoder-decoder pair, wherein the first encoder-decoder pair decomposes a first image attribute subspace and the second encoder-decoder decomposes a second image attribute subspace, and wherein the first encoder-decoder pair outputs a first image transformation mask based on the first image attribute subspace and the second encoder-decoder pair outputs a second image transformation mask based on the second image attribute subspace;
• and
• concatenate the first image transformation mask and the second image transformation mask to enable downstream processing.