Understanding the Fuel air explosive cloud characteristics is an important activity in FAE warhead designing. This paper develops and demonstrates the understanding of cloud dynamics through image processing methodology by analyzing the video. This paper develops apt ROI extraction method as well as models for cloud radius and height. This methodology is validated using one of the HEMRL (High Energy Materials Research Laboratory), Pune experimental data.