The American Sign Language Recognition (ASLR) process is an evolution in which computer automatically understands the ASL gestures and interprets them into their equivalent human readable text. Several researchers have presented various techniques of different recognition approaches to recognize static and dynamic gestures of American Sign Language. In this paper a sincere effort has been made to highlight the various research works carried out and comparative analysis of those works in recognizing American Sign Language