JP7693563B2 - 患者の皮膚色調に基づいて診断を決定するための機械学習診断モデルのセットの使用 - Google Patents

患者の皮膚色調に基づいて診断を決定するための機械学習診断モデルのセットの使用 Download PDF

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JP7693563B2
JP7693563B2 JP2021575924A JP2021575924A JP7693563B2 JP 7693563 B2 JP7693563 B2 JP 7693563B2 JP 2021575924 A JP2021575924 A JP 2021575924A JP 2021575924 A JP2021575924 A JP 2021575924A JP 7693563 B2 JP7693563 B2 JP 7693563B2
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skin tone
image
patient
concern
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JP2022536808A5 (https=
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エリオット スウォート，
エレクトラ エフストラティオー アリヴィサトス，
ジョゼフ ファーラント，
エリザベス アサイ，
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デジタル ダイアグノスティックス インコーポレイテッド
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    • A—HUMAN NECESSITIES
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    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
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    • A61B5/0004—Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by the type of physiological signal transmitted
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    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
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JP2021575924A 2019-06-18 2020-06-15 患者の皮膚色調に基づいて診断を決定するための機械学習診断モデルのセットの使用 Active JP7693563B2 (ja)

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JP2025028921A JP2025071326A (ja) 2019-06-18 2025-02-26 患者の皮膚色調に基づいて診断を決定するための機械学習診断モデルのセットの使用

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US201962862844P 2019-06-18 2019-06-18
US62/862,844 2019-06-18
PCT/US2020/037765 WO2020257108A1 (en) 2019-06-18 2020-06-15 Using a set of machine learning diagnostic models to determine a diagnosis based on a skin tone of a patient

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JP2022536808A JP2022536808A (ja) 2022-08-18
JP2022536808A5 JP2022536808A5 (https=) 2024-09-27
JPWO2020257108A5 JPWO2020257108A5 (https=) 2024-09-27
JP7693563B2 true JP7693563B2 (ja) 2025-06-17

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JP2025028921A Pending JP2025071326A (ja) 2019-06-18 2025-02-26 患者の皮膚色調に基づいて診断を決定するための機械学習診断モデルのセットの使用

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US (3) US12014828B2 (https=)
EP (2) EP3986251B1 (https=)
JP (2) JP7693563B2 (https=)
KR (2) KR20250069694A (https=)
CN (2) CN114269231B (https=)
AU (3) AU2020297355B2 (https=)
CA (1) CA3143932A1 (https=)
IL (2) IL288988B2 (https=)
WO (1) WO2020257108A1 (https=)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020257108A1 (en) 2019-06-18 2020-12-24 3Derm Systems, Inc. Using a set of machine learning diagnostic models to determine a diagnosis based on a skin tone of a patient
KR20210152179A (ko) * 2020-06-08 2021-12-15 주식회사 휴먼피부임상시험센터 시리얼 피부 유형 분석과 맞춤형 화장품 조제 장치
US11138734B1 (en) * 2021-02-19 2021-10-05 Vr Media Technology, Inc. Hyperspectral facial analysis system and method for personalized health scoring
US12299874B2 (en) 2021-12-16 2025-05-13 The Gillette Company Llc Digital imaging systems and methods of analyzing pixel data of an image of a skin area of a user for determining skin dryness
US12230062B2 (en) 2021-12-16 2025-02-18 The Gillette Company Llc Digital imaging systems and methods of analyzing pixel data of an image of a skin area of a user for determining dark eye circles
US12249064B2 (en) 2021-12-16 2025-03-11 The Gillette Company Llc Digital imaging systems and methods of analyzing pixel data of an image of a skin area of a user for determining skin puffiness
US12322201B2 (en) * 2021-12-16 2025-06-03 The Gillette Company Llc Digital imaging systems and methods of analyzing pixel data of an image of a skin area of a user for determining skin hyperpigmentation
US12243223B2 (en) 2021-12-16 2025-03-04 The Gillette Company Llc Digital imaging systems and methods of analyzing pixel data of an image of a skin area of a user for determining skin oiliness
US12524873B2 (en) 2021-12-16 2026-01-13 The Gillette Company Llc Digital imaging systems and methods of analyzing pixel data of an image of a skin area of a user for determining body contour
KR102606790B1 (ko) * 2023-03-07 2023-11-29 주식회사 바스젠바이오 의료용 이미지 데이터 퀄리티 스크리닝 시스템 및 그 방법
WO2025160094A1 (en) * 2024-01-22 2025-07-31 Digital Diagnostics Inc. Artificial intelligence enabled sub-classifications of disease states

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100185064A1 (en) 2007-01-05 2010-07-22 Jadran Bandic Skin analysis methods
JP2013511341A (ja) 2009-11-17 2013-04-04 ヴェラライト，インコーポレイテッド 冠動脈石灰化又は冠動脈疾患を検出する方法及び装置
JP2015500722A (ja) 2011-12-26 2015-01-08 シャネル パルファン ボーテＣｈａｎｅｌ Ｐａｒｆｕｍｓ Ｂｅａｕｔｅ 皮膚ゾーンにおける皮膚症状を検出して数量化する方法および装置
JP2018038789A (ja) 2016-09-02 2018-03-15 カシオ計算機株式会社 診断支援装置、及び診断支援装置における画像処理方法、並びにプログラム

Family Cites Families (32)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2377098A1 (en) * 1999-07-26 2001-02-01 Cardiosense Ltd. An improved method and apparatus for the detection of medical conditions of shock and pre-shock
US8543519B2 (en) * 2000-08-07 2013-09-24 Health Discovery Corporation System and method for remote melanoma screening
US6690822B1 (en) 2000-10-20 2004-02-10 Eastman Kodak Company Method for detecting skin color in a digital image
ITMI20030541A1 (it) * 2003-03-20 2004-09-21 Ist Naz Stud Cura Dei Tumori Apparecchio per la caratterizzazione di lesioni pigmentale della cute
US20050049467A1 (en) 2003-08-28 2005-03-03 Georgios Stamatas Method for assessing pigmented skin
US8583216B2 (en) 2004-04-27 2013-11-12 University Of Utah Research Foundation Skin type assessment and nevi screening for skin cancer with a noninvasive, portable reflectance spectrophotometer
US20070016076A1 (en) 2005-07-18 2007-01-18 Kambiz Youabian Dermatone skin analyzer
US8296247B2 (en) 2007-03-23 2012-10-23 Three Palm Software Combination machine learning algorithms for computer-aided detection, review and diagnosis
CN101251898B (zh) * 2008-03-25 2010-09-15 腾讯科技（深圳）有限公司 一种肤色检测方法及装置
US8406482B1 (en) * 2008-08-28 2013-03-26 Adobe Systems Incorporated System and method for automatic skin tone detection in images
US8385638B2 (en) 2009-01-05 2013-02-26 Apple Inc. Detecting skin tone in images
US11074495B2 (en) * 2013-02-28 2021-07-27 Z Advanced Computing, Inc. (Zac) System and method for extremely efficient image and pattern recognition and artificial intelligence platform
US8705853B2 (en) * 2012-04-20 2014-04-22 Apple Inc. Detecting skin tone
EP2733664A1 (en) * 2012-11-09 2014-05-21 Skin Analytics Ltd Skin image analysis
WO2014172033A1 (en) * 2013-03-12 2014-10-23 University Of Washington Through Its Center For Commercialization Estimating bilirubin levels
EP2781191A1 (en) 2013-03-19 2014-09-24 Schnidar, Harald Methods for assessing erythema
US9220462B2 (en) * 2013-05-24 2015-12-29 Toshiba America Electronic Components, Inc. Imaging sensor and method for biometric mapping of facial skin
US10182757B2 (en) * 2013-07-22 2019-01-22 The Rockefeller University System and method for optical detection of skin disease
EP3251332B1 (en) * 2015-01-27 2021-07-07 Healthy.IO Ltd Measuring and monitoring skin feature colors, form and size
US10799150B2 (en) * 2015-12-22 2020-10-13 Picterus As Image based bilirubin determination
KR101812406B1 (ko) * 2016-03-16 2017-12-27 동국대학교 산학협력단 피부질환 진단 방법 및 피부질환 진단 시스템
US10223788B2 (en) * 2016-08-31 2019-03-05 International Business Machines Corporation Skin lesion segmentation using deep convolution networks guided by local unsupervised learning
EP3291173B1 (en) 2016-09-02 2025-04-09 Casio Computer Co., Ltd. Diagnosis assisting device, image processing method in diagnosis assisting device, and program
US11742089B2 (en) * 2016-12-01 2023-08-29 Lg Household & Health Care Ltd. Customized cosmetics provision system and operating method thereof
US10354383B2 (en) * 2016-12-30 2019-07-16 Skinio, Llc Skin abnormality monitoring systems and methods
CN107563997B (zh) * 2017-08-24 2020-06-02 京东方科技集团股份有限公司 一种皮肤病诊断系统、构建方法、分类方法和诊断装置
CN107909566A (zh) * 2017-10-28 2018-04-13 杭州电子科技大学 一种基于深度学习的皮肤癌黑色素瘤的图像识别方法
CN108272437A (zh) * 2017-12-27 2018-07-13 中国科学院西安光学精密机械研究所 用于皮肤病诊断的光谱检测系统和分类器模型构建方法
CN108830853A (zh) * 2018-07-20 2018-11-16 东北大学 一种基于人工智能的黑色素瘤辅助诊断方法
CN109493342B (zh) * 2018-12-13 2021-02-09 杭州电子科技大学 一种基于深度学习的皮肤病图片病变类型分类方法
US11176669B2 (en) * 2019-04-14 2021-11-16 Holovisions LLC System for remote medical imaging using two conventional smart mobile devices and/or augmented reality (AR)
WO2020257108A1 (en) 2019-06-18 2020-12-24 3Derm Systems, Inc. Using a set of machine learning diagnostic models to determine a diagnosis based on a skin tone of a patient

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20100185064A1 (en) 2007-01-05 2010-07-22 Jadran Bandic Skin analysis methods
JP2013511341A (ja) 2009-11-17 2013-04-04 ヴェラライト，インコーポレイテッド 冠動脈石灰化又は冠動脈疾患を検出する方法及び装置
JP2015500722A (ja) 2011-12-26 2015-01-08 シャネル パルファン ボーテＣｈａｎｅｌ Ｐａｒｆｕｍｓ Ｂｅａｕｔｅ 皮膚ゾーンにおける皮膚症状を検出して数量化する方法および装置
JP2018038789A (ja) 2016-09-02 2018-03-15 カシオ計算機株式会社 診断支援装置、及び診断支援装置における画像処理方法、並びにプログラム

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