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:
Mar. 14, 2023

Filed:

Dec. 15, 2020
Applicant:

Caterpillar Inc., Peoria, IL (US);

Inventors:

Daniel Joseph Reaume, Midland, MI (US);

Daniela Radakovic, Chicago, IL (US);

Daniel Jude Organ, Peoria, IL (US);

Assignee:

Caterpillar Inc., Peoria, IL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06K 9/6256 (2013.01); G06K 9/6277 (2013.01); G06N 3/08 (2013.01);
Abstract

A method for object identification using multiple images. The method includes training an object identification model. Training the model includes collecting a training images for each of a plurality of objects, labeling each of the plurality of training images with a corresponding one of a plurality of object identifiers, and training a neural network with the plurality of labeled training images. At least two target images of a target object are receive and fed into the trained object identification model. The method further includes receiving, from the trained object identification model, for each of the at least two target images, an object identifier corresponding to the target object and a probability that the object identifier corresponds to the target object. A similarity value between the at least two target images is computed and the probabilities for the at least two target images are combined in proportion to the similarity value.


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