This disclosure describes methods, non-transitory computer readable storage media, and
systems that utilize a contrastive perceptual loss to modify neural networks for generating
synthetic digital content items. For example, the disclosed systems generate a synthetic
digital content item based on a guide input to a generative neural network. The disclosed
systems utilize an encoder neural network to generate encoded representations of the
synthetic digital content item and a corresponding ground-truth digital content item …