If we compare the object recognition abilities of human and computer-based system, it is much complex task for a machine. Human brain can recognize an object quickly but for a computer system accuracy depends on the level of algorithms, software and tools used for recognition. Image processing, pattern recognition and compute vision are being challenging but becomes a crucial component for developing such a computer system in the modern digital world. Last four decades many researchers offered many algorithms to recognize objects from an image. If knowledge is acquired, how objects are appearing and an image to be identified from those objects. The intelligent system must be able to recognize different objects from the scenes or images. In this paper, we present a three-dimensional object recognition system based intelligence system to identify individuals. © 2015 IEEE.