According to embodiment, an interpretability and quality estimation method includes generating an interpretability or quality estimate for an image or frame using one or more feature characteristics of a reference image when a reference image associated with an image is available or partially available, and generating an interpretability or quality estimate for the image or frame using one or more feature characteristics of the image when a reference image associated with the image is not available.