The product replacement cycle in the manufacturing industry is extremely short. It can be challenging to rebuild the environment for each new product replacement. This is due to the need for process changes caused by the size, shape, pattern, color, and other factors in the new product, as well as the need for model retraining. Collecting defects immediately after a product change is not easy. With our JANUS, it is possible to build high-quality models with a small amount of defective data. Furthermore, by utilizing modular equipment, we can quickly respond to process changes resulting from product replacements or any other reasons.

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