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The recognition of human activity is considered to be very essential in human-to-human interaction and interpersonal relations due to its nature of providing information regarding the identity of people, their personality, and psychological state. To capture this kind of information there is a requirement of an intelligence system. The extraction of the information is very challenging in the case of Human–Computer Interaction system which tries to behave as Human–Human Interaction system. The major subject of this study is to capture and use the potential of humans in identifying the activities of another person. A sequence of human body movements in which different body parts are engaged in a concurrent manner is known as action. According to computer vision perception, any kind of observation is matched with earlier defined patterns and then it is labeled while recognizing the action. In this work, an evolutionary …