Abstract: The following generally relates to using image classification techniques to determine the acceptability of form documents. In some examples, an image classification model may be trained to apply a first label to form documents that are acceptable and a second label to form documents that are unacceptable. In these examples, the image classification model may include a neural network, such as a convolutional neural network. Accordingly, the systems and methods generally relate to obtaining a submitted form document, inputting the submitted form document into the trained image classification model, and/or enforcing the acceptability decision of the image classification model.