While visual inspection systems have been widely used in many industries. their use in the food and optical equipment industries has been limited. Transparent and reflective materials are often used in these applications. but existing anomaly detection (AD) systems have low accuracy in their detection due to low visibility. https://www.headshopes.shop/product-category/smoking-pipe-accesories/