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:
Jan. 04, 2022

Filed:

Jun. 25, 2020
Applicant:

Retrace Labs, San Francisco, CA (US);

Inventors:

Vasant Kearney, San Francisco, CA (US);

Ali Sadat, San Francisco, CA (US);

Assignee:

Retrace Labs, San Francisco, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06K 9/00 (2006.01); G16H 70/60 (2018.01); G16H 30/40 (2018.01); G06T 7/00 (2017.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G16H 70/60 (2018.01); G06N 3/049 (2013.01); G06N 3/08 (2013.01); G06T 7/0014 (2013.01); G16H 30/40 (2018.01); G06T 2207/10072 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/30036 (2013.01);
Abstract

A first machine learning model is trained to classify dental anatomy and/or pathologies represented in an input dental image or to generate a label (pixel mask) for dental anatomy and/or pathologies represented in the input dental image. A final layer, such as one of two fully connected layers, may be removed from the first machine learning model to obtain a modified machine learning model. Hidden features output from the modified machine learning model may be input to a LSTM model that outputs a text sequence. The LSTM model may be trained with images labeled with text sequences to output a text sequence for a given input dental image.


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