Fuente: Wipo "digitalization" The present disclosure relates to systems, non-transitory computer-readable media, and methods for generating layered digital design documents from sketches utilizing deep learning. In particular, the disclosed systems determine at least one of a canvas size or an aspect ratio of a sketch image. Additionally, the disclosed systems generate, based on the at least one of the canvas size or the aspect ratio, a compositional reference of the sketch image utilizing a binarization model by normalizing lighting of the sketch image, enhancing contrast of the sketch image, and converting the sketch image to a binary format. Further, the disclosed systems generate, utilizing one or more machine learning models, a digitized digital design of the sketch image based on the compositional reference. Moreover, the disclosed systems generating a layered digital design document comprising a background layer based on the digitized digital design and editable text elements based on the compositional reference.