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.
Patent No.:
Date of Patent:
Aug. 06, 2024
Filed:
Jul. 09, 2021
Applicant:
Sony Group Corporation, Tokyo, JP;
Inventors:
Liyu Gong, Lexington, KY (US);
Ming-Chang Liu, San Jose, CA (US);
Assignees:
SONY GROUP CORPORATION, Tokyo, JP;
SONY CORPORATION OF AMERICA, New York, NY (US);
Primary Examiner:
Int. Cl.
CPC ...
G06V 20/69 (2022.01); G06F 18/20 (2023.01); G06F 18/2431 (2023.01); G06F 18/40 (2023.01); G06N 3/04 (2023.01);
U.S. Cl.
CPC ...
G06V 20/698 (2022.01); G06F 18/2431 (2023.01); G06F 18/285 (2023.01); G06F 18/40 (2023.01); G06N 3/04 (2013.01); G06V 20/693 (2022.01); G06V 2201/03 (2022.01);
Abstract
An efficient and robust high-speed neural networks for cell image classification is described herein. The neural networks for cell image classification utilize a difference between soft-max scores to determine if a cell is ambiguous or not. If the cell is ambiguous, then the class is classified in a pseudo class, and if the cell is not ambiguous, the cell is classified in the class corresponding to the highest class score. The neural networks for cell image classification enable a high speed, high accuracy and high recall implementation.