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US Patent 11238586 Excess material removal using machine learning

Patent 11238586 was granted and assigned to Align Technology on February, 2022 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
Align Technology
Align Technology
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Current Assignee
Align Technology
Align Technology
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
112385860
Patent Inventor Names
Chad Clayton Brown0
Mikhail Minchenkov0
Pavel Agniashvili0
Ran Katz0
Jonathan Coslovsky0
Date of Patent
February 1, 2022
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Patent Application Number
168651620
Date Filed
May 1, 2020
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Patent Citations Received
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US Patent 11468568 Color-based foreign object filtering for intraoral scanning
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US Patent D1027186 Dental imaging attachment for a smartphone
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US Patent 12011337 Wireless intraoral scanner for distributed intraoral scanning system
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US Patent 12011338 Mounting system for optical element of intraoral scanner
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US Patent 12070367 Correction of unclear features in three-dimensional models of dental sites
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US Patent 12076114 Intraoral scanning and dental condition identification
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US Patent D1042842 Intraoral scanner wand
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...
Patent Primary Examiner
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Phu K. Nguyen
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Patent abstract

A method includes processing an input comprising data from an intraoral image using a trained machine learning model that has been trained to classify regions of dental sites, wherein the trained machine learning model outputs a probability map comprising, for each pixel in the intraoral image, a first probability that the pixel belongs to a first dental class and a second probability that the pixel belongs to a second dental class, wherein the first dental class represents excess material, the excess material comprising material other than teeth or gums. The method further includes determining, based on the probability map, one or more pixels in the intraoral image that are classified as excess material. The method further includes hiding or removing from the intraoral image data for the one or more pixels that are classified as excess material.

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