Provided are systems, apparatuses, methods and techniques for recognizing a pattern within input data, such as a specific object within an image frame. Prior to normalizing the input data, normalization-independent classification is performed, thereby rejecting a number of potential windows early on and resulting in a corresponding reduction in required processing.