A method and apparatus are provided. The method includes receiving an image, detecting an object in the image, determining, by a primary object detector, a primary confidence detection score of the object, determining, by a classification network, a confidence scaling factor of the object, and adjusting the primary confidence detection score based on multiplying the primary confidence detection score by the confidence scaling factor.