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:
Oct. 11, 2022

Filed:

May. 20, 2020
Applicant:

Dassault Systemes, Velizy-Villacoublay, FR;

Inventors:

Eloi Mehr, Velizy-Villacoublay, FR;

Andre Lieutier, Velizy-Villacoublay, FR;

Assignee:

DASSAULT SYSTEMES, Velizy-Villacoublay, FR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06T 7/30 (2017.01); G06T 3/00 (2006.01); G06F 30/00 (2020.01); G06V 10/75 (2022.01); G06V 20/64 (2022.01); G06V 30/194 (2022.01); G06F 111/04 (2020.01);
U.S. Cl.
CPC ...
G06K 9/6262 (2013.01); G06F 30/00 (2020.01); G06K 9/6274 (2013.01); G06N 3/04 (2013.01); G06N 3/0454 (2013.01); G06N 3/088 (2013.01); G06T 3/0068 (2013.01); G06T 7/30 (2017.01); G06V 10/7515 (2022.01); G06V 20/653 (2022.01); G06V 30/194 (2022.01); G06F 2111/04 (2020.01); G06T 2200/04 (2013.01);
Abstract

A computer-implemented method for learning an autoencoder notably is provided. The method includes obtaining a dataset of images. Each image includes a respective object representation. The method also includes learning the autoencoder based on the dataset. The learning includes minimization of a reconstruction loss. The reconstruction loss includes a term that penalizes a distance for each respective image. The penalized distance is between the result of applying the autoencoder to the respective image and the set of results of applying at least part of a group of transformations to the object representation of the respective image. Such a method provides an improved solution to learn an autoencoder.


Find Patent Forward Citations

Loading…