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Artificial intelligence system has been frequently used for crime prevention. Image and video analytics are playing significant role during such operation. However it has become quite challenging to implement over IoT environment, with the development of artificial intelligence where the discipline of research and analysis has entered a new age. The use of video analytics, a branch of artificial intelligence that is undergoing fast advancement, is supporting law enforcement agencies in significantly reducing crime rates. Video Analytics examines video footage using algorithms to categorize a wide variety of object types and distinguish certain behaviors or activities in order to deliver real-time alerts and insights to customers. Traditional CCTV cameras are so yesterday. But there is need to reduce the time consumption and space consumption during image analytic and video analytics operations. Present work is focusing on performance enhancement during image and video analytics.