Generating and providing panoramic repair interface for generating and modifying repaired digital image

Embodiments of the present disclosure relate to generating and providing a panoramic repair interface for generating and modifying a repaired digital image. The present disclosure relates to systems, methods, and non-transitory computer-readable media for panoramically guiding digital image restoration using a panorama restoration neural network. In some embodiments, the disclosed system utilizes a panorama repair neural network to generate a repaired digital image from a panorama segmentation map defining pixel regions corresponding to different panorama tags. In some cases, the disclosed system trains a neural network with a semantic discriminator that facilitates the generation of real digital images while also conforming to semantic segmentation. The disclosed system generates and provides a panoramic repair interface to facilitate user interaction for repairing digital images. In some embodiments, the disclosed system iteratively updates the repaired digital image based on changes in the panoramic segmen