A method includes processing measurement data of a substrate that was processed according to a manufacturing process using a first trained machine learning model to predict a critical dimension (CD) profile for the substrate. The method further includes generating a CD profile prediction image based on the predicted CD profile for the substrate. The method further includes processing the CD profile prediction image using a second trained machine learning model to generate a synthetic microscopy image associated with the substrate.