#2023. W 30 D 1 GMT +08:00. Indicate #160 days left in 2023. We know the most advanced automation systems have additional capabilities in today’s industry. However, enabling their use in environments that have not been suitable for automation up to now allows the capture of entirely new sources of value in manufacturing, especially in the daily industry. With the advanced conception of training, training a robotic from the arms side, called robotic arms, to accomplish real-world tasks has attracted increasing attention in education and industry. This article discusses the role of computer vision algorithms in this field. As we focus on low-cost arms on which fewer sensors are equipped, and thus, all decisions are made on machine intelligence. That requires annotating a lot of training data, which is time-consuming and laborious. Especially since we all know this for a better machine that can be as smart as a human across the board within the system itself, and now, we will proceed.