公开(公告)号：US20230320824A1

公开(公告)日：2023-10-12

申请号：US18300382

申请日：2023-04-13

Applicant: Align Technology, Inc.

Inventor： Roman A. ROSCHIN ,  Evgenii Vladimirovich KARNYGIN ,  Sergey GREBENKIN ,  Dmitry GUSKOV ,  Dmitrii ISCHEYKIN ,  Ivan POTAPENKO ,  Denis DURDIN ,  Roman GUDCHENKO ,  Vasily PARAKETSOV ,  Mikhail GORODILOV ,  Alexey VLADYKIN ,  Roman SOLOVYEV ,  Alexander BELIAEV ,  Elizaveta ULIANENKO ,  Leonid TROFIMOV ,  Anzhelika SON ,  Nikolay ZHIRNOV ,  Alexander Novchenko

IPC: A61C9/00 ,  A61C13/34

CPC classification number: A61C9/0053 ,  A61C13/34

Abstract: Provided herein are systems and methods for determining if a 3D tooth model requires trimming or removal of incomplete or missing data (e.g., gingiva covering a portion of a tooth such as a molar). A patient's dentition may be scanned and/or segmented. Raw dental features, principal component analysis (PCA) features, and/or other features may be extracted and compared to those of other teeth, such as those obtained through automated machine learning systems. A classifier can identify and/or output probability that the 3D tooth model requires trimming. Trimming of the 3D tooth model can be implemented without human intervention.

公开(公告)号：US20200306012A1

公开(公告)日：2020-10-01

申请号：US16833653

申请日：2020-03-29

Applicant: Align Technology, Inc.

Inventor： Roman A. ROSCHIN ,  Evgenii Vladimirovich KARNYGIN ,  Sergey GREBENKIN ,  Dmitry GUSKOV ,  Dmitrii ISCHEYKIN ,  Ivan POTAPENKO ,  Denis DURDIN ,  Roman GUDCHENKO ,  Vasily PARAKETSOV ,  Mikhail GORODILOV ,  Roman SOLOVYEV ,  Alexey VLADYKIN ,  Alexander BELIAEV ,  Alexander VOVCHENKO

IPC: A61C7/00 ,  G06F30/10 ,  G06F30/27

Abstract: Methods and systems for improving segmentation of a digital model of a patient's dentition into component teeth.

公开(公告)号：US20240293205A1

公开(公告)日：2024-09-05

申请号：US18406086

申请日：2024-01-05

Applicant: Align Technology, Inc.

Inventor： Christopher E. CRAMER ,  Roman GUDCHENKO ,  Dmitrii ISCHEYKIN ,  Vasily PARAKETSOV ,  Sergey GREBENKIN ,  Denis DURDIN ,  Dmitry GUSKOV ,  Nikolay ZHIRNOV ,  Mikhail GORODILOV ,  Ivan POTAPENKO ,  Anton BASKANOV ,  Elizaveta ULIANENKO ,  Alexander VOVCHENKO ,  Roman SOLOVYEV ,  Aleksandr Sergeevich KARSAKOV ,  Aleksandr ANIKIN ,  Mikhail TOPORKOV

IPC: A61C9/00 ,  A61C13/34 ,  G06T7/143 ,  G06T17/20

CPC classification number: A61C9/0053 ,  A61C13/34 ,  G06T7/143 ,  G06T17/20 ,  G06T2207/30036 ,  G06T2210/41

Abstract: Provided herein are systems and methods for automatically segmenting a 3D model of a patient's teeth. A patient's dentition may be scanned. The scan data may be converted into a 3D model, including a sparse voxel representation of the 3D model. Features can be extracted from the sparse voxel representation of the 3D model and input into a machine learning model to train the machine learning model to segment the 3D model into individual dental components.

公开(公告)号：US20240016577A1

公开(公告)日：2024-01-18

申请号：US18351473

申请日：2023-07-12

Applicant: Align Technology, Inc.

Inventor： Roman A. ROSCHIN ,  Evgenii Vladimirovich KARNYGIN ,  Sergey GREBENKIN ,  Dmitry GUSKOV ,  Dmitrii ISCHEYKIN ,  Ivan POTAPENKO ,  Denis DURDIN ,  Roman GUDCHENKO ,  Vasily PARAKETSOV ,  Mikhail GORODILOV ,  Roman SOLOVYEV ,  Alexey VLADYKIN ,  Alexander BELIAEV ,  Alexander VOVCHENKO

IPC: A61C7/00 ,  G06F30/10 ,  G06F30/27 ,  G06T17/00 ,  G06T7/10 ,  G06T7/00

CPC classification number: A61C7/002 ,  G06F30/10 ,  G06F30/27 ,  G06T17/00 ,  G06T7/10 ,  G06T7/0012 ,  G06F2111/16

Abstract: Methods and systems for improving segmentation of a digital model of a patient's dentition into component teeth.

公开(公告)号：US20240325125A1

公开(公告)日：2024-10-03

申请号：US18735135

申请日：2024-06-05

Applicant: Align Technology, Inc.

Inventor： Roman A. ROSCHIN ,  Evgenii Vladimirovich KARNYGIN ,  Sergey GREBENKIN ,  Dmitry GUSKOV ,  Dmitrii ISCHEYKIN ,  Ivan POTAPENKO ,  Denis DURDIN ,  Roman GUDCHENKO ,  Vasily PARAKETSOV ,  Mikhail GORODILOV ,  Alexey VLADYKIN ,  Roman SOLOVYEV ,  Alexander BELIAEV ,  Elizaveta ULIANENKO ,  Leonid TROFIMOV ,  Anzhelika SON ,  Nikolay ZHIRNOV ,  Alexander VOVCHENKO

IPC: A61C9/00 ,  A61C13/34

CPC classification number: A61C9/0053 ,  A61C13/34

Abstract: Provided herein are systems and methods for determining if a 3D tooth model requires trimming or removal of incomplete or missing data (e.g., gingiva covering a portion of a tooth such as a molar). A patient's dentition may be scanned and/or segmented. Raw dental features, principal component analysis (PCA) features, and/or other features may be extracted and compared to those of other teeth, such as those obtained through automated machine learning systems. A classifier can identify and/or output probability that the 3D tooth model requires trimming. Trimming of the 3D tooth model can be implemented without human intervention.

公开(公告)号：US20210196434A1

公开(公告)日：2021-07-01

申请号：US17138824

申请日：2020-12-30

Applicant: Align Technology, Inc.

Inventor： Christopher E. CRAMER ,  Roman GUDCHENKO ,  Dmitrii ISCHEYKIN ,  Vasily PARAKETSOV ,  Sergey GREBENKIN ,  Denis DURDIN ,  Dmitry GUSKOV ,  Nikolay ZHIRNOV ,  Mikhail GORODILOV ,  Ivan POTAPENKO ,  Anton BASKANOV ,  Elizaveta BORD ,  Alexander VOVCHENKO ,  Roman SOLOVYEV ,  Aleksandr Sergeevich KARSAKOV ,  Aleksandr ANIKIN ,  Mikhail TOPORKOV

IPC: A61C9/00 ,  A61C13/34 ,  G06T17/20 ,  G06T7/143

Abstract: Provided herein are systems and methods for automatically segmenting a 3D model of a patient's teeth. A patient's dentition may be scanned. The scan data may be converted into a 3D model, including a sparse voxel representation of the 3D model. Features can be extracted from the sparse voxel representation of the 3D model and input into a machine learning model to train the machine learning model to segment the 3D model into individual dental components.

公开(公告)号：US20210074061A1

公开(公告)日：2021-03-11

申请号：US17013518

申请日：2020-09-04

Applicant: Align Technology, Inc.

Inventor： Chad C. BROWN ,  Yun GAO ,  Pavel AGNIASHVILI ,  Avraham ZULTI ,  Jonathan COSLOVSKY ,  Christopher E. CRAMER ,  Roman GUDCHENKO ,  Ofer SAPHIER ,  Adi LEVIN ,  Maayan MOSHE ,  Doron MALKA

IPC: G06T17/20 ,  G06T19/20 ,  G16H30/20 ,  G06N20/00

Abstract: Methods and apparatuses (including systems and devices) for modifying a three-dimensional (3D) model of a subject's oral cavity to determine individual components such as teeth, gingiva, tongue, palate, etc. In some implementations one or more automated machine learning agents may modify one or more subsets of 3D models of the subject's oral cavity using height map data to identify, segment and/or modify to mesh regions of a 3D model constructed from a plurality of 2D images of the subject's dental cavity.

公开(公告)号：US20250025265A1

公开(公告)日：2025-01-23

申请号：US18905125

申请日：2024-10-02

Applicant: Align Technology, Inc.

Inventor： Roman A. ROSCHIN ,  Evgenii Vladimirovich KARNYGIN ,  Sergey GREBENKIN ,  Dmitry GUSKOV ,  Dmitrii ISCHEYKIN ,  Ivan POTAPENKO ,  Denis DURDIN ,  Roman GUDCHENKO ,  Vasily PARAKETSOV ,  Mikhail GORODILOV ,  Roman SOLOVYEV ,  Alexey VLADYKIN ,  Alexander BELIAEV ,  Alexander VOVCHENKO

IPC: A61C7/00 ,  G06F30/10 ,  G06F30/27 ,  G06F111/04 ,  G06F111/16 ,  G06T7/00 ,  G06T7/10 ,  G06T17/00 ,  G16H30/40

Abstract: Methods and systems for improving segmentation of a digital model of a patient's dentition into component teeth.

公开(公告)号：US20240029265A1

公开(公告)日：2024-01-25

申请号：US18305323

申请日：2023-04-21

Applicant: Align Technology, Inc.

Inventor： Chad C. BROWN ,  Yun GAO ,  Pavel AGNIASHVILI ,  Avraham ZULTI ,  Jonathan COSLOVSKY ,  Christopher E. CRAMER ,  Roman GUDCHENKO ,  Ofer SAPHIER ,  Adi LEVIN ,  Maayan MOSHE ,  Doron MALKA

IPC: G06T7/11 ,  G06T7/00 ,  G16H30/20 ,  G06N20/00 ,  G06T17/20 ,  G06T19/20 ,  G06N3/045

CPC classification number: G06T7/11 ,  G06T7/0012 ,  G16H30/20 ,  G06N20/00 ,  G06T17/205 ,  G06T19/20 ,  G06N3/045 ,  G06T2207/20084 ,  G06T2207/30036 ,  G06T2207/20081 ,  G06T2210/41 ,  G06T2219/2012

Abstract: Methods and apparatuses (including systems and devices), including computer-implemented methods for segmenting, correcting and/or modifying a three-dimensional (3D) model of a subject's oral cavity to determine individual components such as teeth, gingiva, tongue, palate, etc., that may be selective and/or collectively digitally manipulated. In some implementations, artificial intelligence uses libraries of labeled 2D images and 3D dental models to learn how to segment a 3D dental model of a subject's oral cavity using 2D images, height map and/or other data and projection values that relate the 2D images to the 3D model. As noted herein, the dental classes can include a variety of intra-oral and extra-oral objects and can be represented as binary values, discrete values, a continuum of height map data, etc. In some implementations, several dental classes are predicted concurrently.

公开(公告)号：US20210073998A1

公开(公告)日：2021-03-11

申请号：US17013513

申请日：2020-09-04

Applicant: Align Technology, Inc.

Inventor： Chad C. BROWN ,  Yun GAO ,  Pavel AGNIASHVILI ,  Avraham ZULTI ,  Jonathan COSLOVSKY ,  Christopher E. CRAMER ,  Roman GUDCHENKO ,  Ofer SAPHIER ,  Adi LEVIN ,  Maayan MOSHE ,  Doron MALKA

IPC: G06T7/11 ,  G06T7/00 ,  G06N3/04

Abstract: Methods and apparatuses (including systems and devices), including computer-implemented methods for segmenting, correcting and/or modifying a three-dimensional (3D) model of a subject's oral cavity to determine individual components such as teeth, gingiva, tongue, palate, etc., that may be selective and/or collectively digitally manipulated. In some implementations, artificial intelligence uses libraries of labeled 2D images and 3D dental models to learn how to segment a 3D dental model of a subject's oral cavity using 2D images, height map and/or other data and projection values that relate the 2D images to the 3D model. As noted herein, the dental classes can include a variety of intra-oral and extra-oral objects and can be represented as binary values, discrete values, a continuum of height map data, etc. In some implementations, several dental classes are predicted concurrently.