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公开(公告)号:US11903793B2
公开(公告)日:2024-02-20
申请号:US17138824
申请日:2020-12-30
发明人: 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
CPC分类号: A61C9/0053 , A61C13/34 , G06T7/143 , G06T17/20 , G06T2207/30036 , G06T2210/41
摘要: Methods for automatically segmenting a 3D model of a patient's teeth may include scanning a patient's dentition and converting the scan data 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.
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公开(公告)号:US11654001B2
公开(公告)日:2023-05-23
申请号:US16593690
申请日:2019-10-04
发明人: 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
CPC分类号: A61C9/0053 , A61C13/34
摘要: 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.
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公开(公告)号:US12036093B2
公开(公告)日:2024-07-16
申请号:US18300382
申请日:2023-04-13
发明人: 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
CPC分类号: A61C9/0053 , A61C13/34
摘要: 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. Features of the patient's teeth can be determined, including a tooth center point of at least three of the patient's teeth. The features of the patient's teeth are used to access a parametric model. A trim plane normal vector is identified for a distal tooth. Trimming of the 3D tooth model is based on the trim plane normal vector.
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