Abstract: The disclosed technology can detect objectionable content in a displayed image. Pixel groupings associated with the displayed image can be analyzed in response to one or more intercepted messages associated with a window that displays the image and a probability that the displayed image includes objectionable content can be subsequently computed. This probability can serve as a basis for classifying the displayed image as objectionable.