The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jun. 06, 2023

Filed:

Oct. 02, 2020
Applicant:

Element Ai Inc., Montreal, CA;

Inventor:

Negin Sokhandan Asl, Montreal, CA;

Assignee:

SERVICENOW CANADA INC., Montreal, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/46 (2022.01); G06N 3/02 (2006.01); G06F 18/214 (2023.01); G06F 18/2415 (2023.01);
U.S. Cl.
CPC ...
G06V 10/469 (2022.01); G06F 18/2155 (2023.01); G06F 18/2415 (2023.01); G06N 3/02 (2013.01);
Abstract

A system identifies anomalies in an image of an object. An input image of the object containing zero or more anomalies is supplied to an image encoder. The image encoder generates an image model. The image model is applied to an image decoder that forms a substitute non-anomalous image of the object. Differences between the input image and the substitute non-anomalous image identify zero or more areas of the input image that contain the zero or more the anomalies. The system implements a flow-based model and has been trained using (a) a set of augmented anomaly-free images of the object applied at the image encoder and (b) a reconstruction loss calculated based on a norm of differences between each augmented anomaly-free image of the object and a corresponding output image from the image decoder.


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