1. An object recognition apparatus comprising: a processor configured to: set neighboring pixel pairs in an image frame, each neighboring pixel pair comprising a first pixel and one or more second pixels adjacent to the first pixel; label the first pixel using a deep neural network-based model based on a probability density function value of the neighboring pixel pairs; and recognize an object based on the labeled first pixel.