As the manufacturing sector embraces intelligent technologies at an accelerating speed to enhance productivity, safety, and operational efficiency; video analytics in manufacturing Industry has become a major advancement in the sector by fusing surveillance systems with Artificial Intelligence (AI) to enable real-time monitoring as well as provide