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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.:

US 12056944 B1

PDFFull Text
Date of Patent:
Aug. 06, 2024

Filed:

Jul. 09, 2021

Efficient and robust high-speed neural networks for cell image classification

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);

Attorney:

Haverstock & Owens, A Law Corporation

Primary Examiner:

Jianxun Yang

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.

Find Patent Forward Citations

Gong, Liyu. (2024). Efficient and robust high-speed neural networks for cell image classification (U.S. Patent No. 12056944). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12056944

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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