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. 09, 2021

Filed:

Aug. 30, 2019
Applicant:

Qt Imaging, Inc., Novato, CA (US);

Inventors:

Mark Wayne Lenox, College Station, TX (US);

Nasser Charles Pirshafiey, Tiburon, CA (US);

Martin Cwikla, Cotati, CA (US);

Bilal Malik, Novato, CA (US);

Sandeep Tiwari, Rohnert Park, CA (US);

Assignee:

QT IMAGING, INC., Novato, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06T 11/00 (2006.01); G06N 3/04 (2006.01); G16H 30/20 (2018.01); G16H 30/40 (2018.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06T 11/006 (2013.01); G06N 3/0454 (2013.01); G06N 3/088 (2013.01); G16H 30/20 (2018.01); G16H 30/40 (2018.01); G06T 2211/424 (2013.01);
Abstract

A method for machine learning based ultrasound image reconstruction can include receiving, at a reconstruction engine, imaging data; generating an initial estimate for a transmission image via a neural network trained (machine or self-learning) on paired transmission ultrasound and reflection ultrasound data; and performing image reconstruction using the initial estimate to generate transmission ultrasound images. The image reconstruction can generate higher quality transmission ultrasound when carried out by using the initial estimate as the starting point for iterative image reconstruction and using transmission data obtained via conventional transmission ultrasound frequencies (e.g. from 0.8 MHz to 1.5 MHz).


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