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:
Feb. 28, 2023

Filed:

Nov. 25, 2020
Applicant:

Essenlix Corporation, Monmouth Junction, NJ (US);

Inventors:

Xing Li, Metuchen, NJ (US);

Wu Chou, Basking Ridge, NJ (US);

Stephen Y. Chou, Princeton, NJ (US);

Wei Ding, East Windsor, NJ (US);

Assignee:

Essenlix Corporation, Monmouth Junction, NJ (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); G06N 3/04 (2006.01); G06T 5/50 (2006.01); G06T 7/00 (2017.01); G06T 7/11 (2017.01); G06T 7/70 (2017.01); G06V 10/22 (2022.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06K 9/6257 (2013.01); G06N 3/0427 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01); G06T 5/50 (2013.01); G06T 7/0002 (2013.01); G06T 7/11 (2017.01); G06T 7/70 (2017.01); G06V 10/22 (2022.01); G06T 2207/20021 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/20221 (2013.01); G06T 2207/30204 (2013.01);
Abstract

The present disclosure relates to devices, apparatus and methods of improving the accuracy of image-based assay, that uses imaging system having uncertainties or deviations (imperfection) compared with an ideal imaging system. One aspect of the present invention is to add the monitoring marks on the sample holder, with at least one of their geometric and/optical properties of the monitoring marks under predetermined and known, and taking images of the sample with the monitoring marks, and train a machine learning model using the images with the monitoring mark.


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