One aspect of the present disclosure relates to a system that can perform an automated analysis of ocular inflammation (e.g., based on a non-contact image of the eye), which can lead to determining score for the ocular inflammation. The system can include a memory to store computer-executable instructions; and a processor that executes the computer-executable instructions to at least: receive an image of a portion of an eye taken by a non-contact imaging modality; determine a diagnostic parameter for ocular inflammation from the image of the portion of the eye; score the ocular inflammation with a continuous value based on the diagnostic parameter; and output the score to a display device.