An image data generation apparatus includes circuitry configured to refer to image processing association information in which a plurality of image defect types is associated with a plurality of different image processing, respectively; apply, to image data, image processing selected from the plurality of different image processing in accordance with an image defect type included in the image data; and generate processed image data from the image data.