Abstract: A contextual feature matrix that aggregates contextual information within a captured image of a document at multiple scales is generated using a multiscale aggregator machine learning model. Pixel-wise enhancement curves for the captured image are estimated based on the contextual feature matrix using an enhancement curve prediction machine learning model. The pixel-wise enhancement curves are iteratively applied to the captured image to enhance the document within the captured image.