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:
Apr. 13, 2021

Filed:

Mar. 27, 2018
Applicants:

J. William Mauchly, Berwyn, PA (US);

Joseph T. Friel, Ardmore, PA (US);

Inventors:

J. William Mauchly, Berwyn, PA (US);

Joseph T. Friel, Ardmore, PA (US);

Assignee:

Other;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06T 7/73 (2017.01); G06T 15/20 (2011.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06T 7/75 (2017.01); G06N 3/08 (2013.01); G06T 15/20 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20221 (2013.01);
Abstract

This disclosure describes a method and system to perform object detection and 6D pose estimation. The system comprises a database of 3D models, a CNN-based object detector, multiview pose verification, and a hard example generator for CNN training. The accuracy of that detection and estimation can be iteratively improved by retraining the CNN with increasingly hard ground truth examples. The additional images are detected and annotated by an automatic process of pose estimation and verification.


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