Disclosed herein are system, method, and computer program product embodiments for an image rectification system. An embodiment operates by receiving an image of a physical object comprising graphical data having an undefined perspective distortion. It is determined that an image transformation is to be performed on the received image. The image is provided to a neural network configured to generate a plurality of transformation parameters corresponding to the perspective distortion. The neural network is trained on a set of training data including a first set of images including objects having similar graphical data, to the received image, in a readable orientation, and a second set of images with a known perspective transformation. The image transformation is performed on the received image, based on the values for the plurality of transformation parameters, to generate a rectified image with the graphical data oriented within a readable threshold.