The United States Patent and Trademark Office (USPTO) has granted patent US12586342B2 to Canon Kabushiki Kaisha for an "Information processing apparatus that performs machine learning of learning model, learning method, and storage medium." The patent, filed on March 31, 2021, describes an apparatus and method for machine learning of a model that processes image data to output a dividing pattern. The CPU of the apparatus determines a dividing pattern and a weight associated with similarity to teacher data, then performs machine learning using a loss function weighted by this determined weight, aiming to increase the rate of outputting a correct dividing pattern.

This patent grant is primarily an intellectual property event and does not impose new regulatory obligations on businesses. However, it signifies innovation in the field of AI and machine learning for image processing, potentially impacting companies developing or utilizing similar technologies. Companies in the technology and manufacturing sectors should be aware of this patent as it relates to their own intellectual property strategies and potential licensing considerations.