Computer method and apparatus making screens safe for those with photosensitivity

A system comprising:

• a transformation module configured to an auxiliary transformation to a digital media by applying a transform function to the digital media, resulting in a transformed digital media that represents the digital media altered by the transform function;
• an evaluation module configured to evaluate the transformed digital media to generate a metric estimating a human or animal response to the transformed digital media altered by the introduced auxiliary transformation;
• and
• an inverse function generation module configured to train a machine learning model by learning a desired transformation function from the transformed digital media and the metric associated with the transformed digital media, the resulting machine learning model able to remove the auxiliary transformation from any digital media by applying the learned desired transformation function.

A non-transitory computer-readable medium configured to store instructions for training a machine learning model, the instructions, when loaded and executed by a processor, causes the processor to:

• introduce an auxiliary transformation to a digital media by applying a transform function to the digital media, resulting in a transformed digital media that represents the digital media altered by the transform function;
• evaluate the transformed digital media to generate a metric estimating a human or animal response to the transformed digital media altered by the introduced auxiliary transformation;
• and
• train a machine learning model by learning a desired transformation function from the transformed digital media and the metric associated with the transformed digital media, the resulting machine learning model able to remove the auxiliary transformation from any digital media by applying the learned desired transformation function.