System and method for automatically classifying printable images
A method for classifying a printable image to be printed comprising: receiving, at a printing device, print data representing the printable image to be printed; generating an image of the printable image based on the print data; classifying the image to obtain a format associated with the printable image; printing the printable image according to the print data; and updating a counter associated with the format.
1. A method for classifying a printable image to be printed, the method comprising:
receiving, at a printing device, print data representing the printable image to be printed;
rendering the printable image based on the print data;
classifying the image to obtain a format associated with the printable image;
printing the printable image according to the print data; and
updating a counter associated with the format;
wherein classifying the image comprises:
inputting the image into an image classifier to obtain an image classification;
inputting the image into a keyword detector to obtain a keyword classification; and
reconciling the image classification and the keyword classification to obtain the format associated with the printable image.
2. The method of claim 1 , wherein reconciling the image classification and the keyword classification comprises inputting the image classification and the keyword classification into an ensemble classifier to obtain the format associated with the printable image.
3. The method of claim 1 , further comprising:
updating a stock level of a media stock type for the format based on the counter for the format; and
sending a notification to a client device when the stock level of the media stock type falls below a threshold stock level.
4. A method for classifying a printable image to be printed, the method comprising:
receiving, at a printing device, print data representing the printable image to be printed;
rendering the printable image based on the print data;
classifying the image to obtain a format associated with the printable image;
printing the printable image according to the print data; and
updating a counter associated with the format;
wherein classifying the image comprises:
inputting the image into an image classifier to obtain an image classification;
when a confidence level associated with the image classification exceeds a threshold confidence level, using the image classification as the format associated with the printable image; and
when the confidence level associated with the image classification does not exceed the threshold confidence level, inputting the image into a keyword detector to obtain the format associated with the printable image.
5. A method for classifying a printable image to be printed, the method comprising:
receiving, at a printing device, print data representing the printable image to be printed;
rendering the printable image based on the print data;
classifying the image to obtain a format associated with the printable image;
printing the printable image according to the print data; and
updating a counter associated with the format;
wherein the print data comprises form data defining a selected form to be used and having a plurality of fields, and field data defining data to input in each field of the selected form; and wherein rendering the printable image comprises:
inputting the field data into each field of the selected form; and
rendering the printable image according to the form data.
6. A method for classifying a printable image to be printed, the method comprising:
receiving, at a printing device, print data representing the printable image to be printed;
rendering the printable image based on the print data;
classifying the image to obtain a format associated with the printable image;
printing the printable image according to the print data; and
updating a counter associated with the format;
wherein classifying the image comprises:
obtaining a signature map for the image; and
comparing the signature map to established signature to identify the format associated with the printable image by inputting the signature map into a machine learning engine to identify the format associated with the printable image.