In this study. we proposed a method for detecting chips in the mouth of glass bottles using machine learning. In recent years. Japanese cosmetic glass bottles have gained attention for their advancements in manufacturing technology and eco-friendliness through the use of recycled glass. https://danddcollectiblers.shop/product-category/facial/