Artificial intelligence washing machine providing automatic washing course based on vision

A home appliance comprising:

• a cabinet;
• an object containing portion that is disposed in the cabinet and configured to receive an object to be treated;
• a door provided on the cabinet and configured to open and close the object containing portion;
• a camera disposed on the cabinet or the door and configured to generate image information of the object in the object containing portion;
• a user interface configured to receive, from a user, treatment information for the object;
• at least one processor;
• and
• at least one computer memory operably connectable to the at least one processor and storing instructions that, when executed by the at least one processor, perform operations comprising:
• obtaining a machine-learning result from a machine-learning operation based on (i) first image information that was previously acquired the camera, and (ii) first treatment information that was previously acquired through the user interface;
• performing augmentation and classification of second image information, which was acquired after the first image information through the camera, with respect to the machine-learning result such that the second image information matches the first image information that was previously acquired;
• generating and setting second treatment information based on the augmentation and classification of the second image information;
• and
• controlling the home appliance to perform a treatment of the object based on the second treatment information,
• wherein the machine-learning operation is configured to generate an increasing number of combinations of (i) a plurality of mutually-distinguished image information and (ii) a plurality of treatment information corresponding to the plurality of mutually-distinguished image information.