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:
Nov. 05, 2024

Filed:

Dec. 07, 2020
Applicant:

The United States of America, As Represented BY the Secretary of the Navy, Arlington, VA (US);

Inventors:

Andrew W. Hahn, Ellicott City, MD (US);

Murali Tummala, Monterey, CA (US);

James Scrofani, Warrenton, VA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/20 (2023.01); G06F 18/2132 (2023.01); G06F 18/214 (2023.01); G06F 18/243 (2023.01);
U.S. Cl.
CPC ...
G06F 18/2132 (2023.01); G06F 18/2155 (2023.01); G06F 18/24317 (2023.01); G06N 20/00 (2019.01);
Abstract

An extended semi-supervised learning (ESSL) generative adversarial network (GAN) including metrics for evaluating training performance and a method for generating an estimated label vector γ by the extended semi-supervised learning (ESSL) generative adversarial network (GAN) discriminator are described. Embodiments in accordance with the invention improve classification accuracy over convolutional neural networks with improved synthetic imagery.


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