A method (600) for scoring image data using error prediction includes receiving a frame of image data (20) representative of an intensity of a condition. The method also includes processing, using a neural network (110), the frame of image data. The method also includes predicting, by the neural network, an intensity value (120) of the condition based on the frame of image data. The method also includes predicting, by the neural network, an error value (130) of the predicted intensity value. The error value is representative of a difference between the predicted intensity value and a ground truth intensity value (122) of the frame of image data.