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. 18, 2025

Filed:

Oct. 22, 2020
Applicant:

Siemens Healthcare Diagnostics Inc., Tarrytown, NY (US);

Inventors:

Rayal Raj Prasad Nalam Venkat, Princeton, NJ (US);

Benjamin S. Pollack, Jersey City, NJ (US);

Yao-Jen Chang, Princeton, NJ (US);

Venkatesh Narasimhamurthy, Hillsborough, NJ (US);

Vivek Singh, Princeton, NJ (US);

Ankur Kapoor, Plainsboro, NJ (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/00 (2022.01); G06V 10/56 (2022.01); G06V 10/764 (2022.01); G06V 10/774 (2022.01); G06V 10/82 (2022.01); G06V 20/60 (2022.01); A61B 5/15 (2006.01);
U.S. Cl.
CPC ...
G06V 10/764 (2022.01); G06V 10/56 (2022.01); G06V 10/774 (2022.01); G06V 10/82 (2022.01); G06V 20/60 (2022.01); A61B 5/150343 (2013.01);
Abstract

A method of training a model of a diagnostic apparatus includes providing one or more first tube assemblies of a first type and one or more second tube assemblies of a second type in a diagnostic apparatus; capturing one or more first images of at least a portion of each of the one or more first tube assemblies and the second tube assemblies using the imaging device. Training the model includes identifying tube assemblies of the first type and tube assemblies of the second type based on the one or more first images and the one or more second images. Tubes assemblies of the first type are grouped into a first group and tube assemblies of the second type are grouped into a second group. Other methods and apparatus are disclosed.


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