As a major breakthrough in artificial intelligence, deep learning has
achieved very impressive success in solving grand challenges in many
fields including speech recognition, natural language processing, computer
vision, image and video processing, and multimedia. This article
provides a historical overview of deep learning and focus on its applications
in object recognition, detection, and segmentation, which are
key challenges of computer vision and have numerous applications to
images and videos.