JP7395604B2 - 深層学習を用いた自動的な画像ベースの皮膚診断 - Google Patents

深層学習を用いた自動的な画像ベースの皮膚診断 Download PDF

Info

Publication number
JP7395604B2
JP7395604B2 JP2021554782A JP2021554782A JP7395604B2 JP 7395604 B2 JP7395604 B2 JP 7395604B2 JP 2021554782 A JP2021554782 A JP 2021554782A JP 2021554782 A JP2021554782 A JP 2021554782A JP 7395604 B2 JP7395604 B2 JP 7395604B2
Authority
JP
Japan
Prior art keywords
skin
cnn
image
diagnosis
symptom
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
JP2021554782A
Other languages
English (en)
Japanese (ja)
Other versions
JP2022512044A5 (https=
JP2022512044A (ja
Inventor
ジャン・ルオウェイ
マー・ジュンウェイ
マー・ヒー
エルモズニーノ・エリック
ケゼル・イリーナ
レビンシュタイン・アレックス
デスポア・ジュリアン
ペロット・マシュー
フラマン・フレデリックアントニンレイモンドサージ
アーラビ・パラム
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Individual
Original Assignee
Individual
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Individual filed Critical Individual
Publication of JP2022512044A publication Critical patent/JP2022512044A/ja
Publication of JP2022512044A5 publication Critical patent/JP2022512044A5/ja
Application granted granted Critical
Publication of JP7395604B2 publication Critical patent/JP7395604B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/44—Detecting, measuring or recording for evaluating the integumentary system, e.g. skin, hair or nails
    • A61B5/441—Skin evaluation, e.g. for skin disorder diagnosis
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/0059—Measuring for diagnostic purposes; Identification of persons using light, e.g. diagnosis by transillumination, diascopy, fluorescence
    • A61B5/0077—Devices for viewing the surface of the body, e.g. camera, magnifying lens
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
    • A61B5/7235—Details of waveform analysis
    • A61B5/7264—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
    • A61B5/7267—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/096—Transfer learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
    • G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
    • G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16—Human faces, e.g. facial parts, sketches or expressions
    • G06V40/168—Feature extraction; Face representation
    • G06V40/171—Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30088—Skin; Dermal
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30196—Human being; Person
    • G06T2207/30201—Face
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03—Recognition of patterns in medical or anatomical images
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16—Human faces, e.g. facial parts, sketches or expressions
    • G06V40/174—Facial expression recognition
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/18—Eye characteristics, e.g. of the iris

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Multimedia (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Surgery (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Pathology (AREA)
  • Animal Behavior & Ethology (AREA)
  • Radiology & Medical Imaging (AREA)
  • Quality & Reliability (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Dermatology (AREA)
  • Human Computer Interaction (AREA)
  • Biodiversity & Conservation Biology (AREA)
  • Databases & Information Systems (AREA)
  • Fuzzy Systems (AREA)
  • Physiology (AREA)
  • Psychiatry (AREA)
  • Signal Processing (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
JP2021554782A 2018-12-04 2019-12-03 深層学習を用いた自動的な画像ベースの皮膚診断 Active JP7395604B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862775117P 2018-12-04 2018-12-04
US62/775,117 2018-12-04
PCT/CA2019/051735 WO2020113326A1 (en) 2018-12-04 2019-12-03 Automatic image-based skin diagnostics using deep learning

Publications (3)

Publication Number Publication Date
JP2022512044A JP2022512044A (ja) 2022-02-01
JP2022512044A5 JP2022512044A5 (https=) 2022-09-14
JP7395604B2 true JP7395604B2 (ja) 2023-12-11

Family

ID=70850102

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2021554782A Active JP7395604B2 (ja) 2018-12-04 2019-12-03 深層学習を用いた自動的な画像ベースの皮膚診断

Country Status (6)

Country Link
US (2) US11553872B2 (https=)
EP (1) EP3890591B1 (https=)
JP (1) JP7395604B2 (https=)
CN (1) CN114502061B (https=)
ES (1) ES3058594T3 (https=)
WO (1) WO2020113326A1 (https=)

Families Citing this family (66)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10453270B2 (en) 2015-09-11 2019-10-22 Intel Corporation Scalable real-time face beautification of video images
WO2020059926A1 (ko) 2018-09-21 2020-03-26 엘지전자 주식회사 이동단말기 및 그 제어방법
WO2020113326A1 (en) 2018-12-04 2020-06-11 Jiang Ruowei Automatic image-based skin diagnostics using deep learning
CN109793498B (zh) * 2018-12-26 2020-10-27 华为终端有限公司 一种皮肤检测方法及电子设备
US11574405B2 (en) * 2019-01-31 2023-02-07 Dr. Maksym Breslavets Medicine Professional Corp. Analysis of the severity of skin disease through entropy quantification
US12014500B2 (en) 2019-04-14 2024-06-18 Holovisions LLC Healthy-Selfie(TM): methods for remote medical imaging using a conventional smart phone or augmented reality eyewear
US11308618B2 (en) 2019-04-14 2022-04-19 Holovisions LLC Healthy-Selfie(TM): a portable phone-moving device for telemedicine imaging using a mobile phone
US11348366B2 (en) * 2019-04-23 2022-05-31 The Procter And Gamble Company Apparatus and method for determining cosmetic skin attributes
CN113767439A (zh) * 2019-04-23 2021-12-07 宝洁公司 用于将美容皮肤属性可视化的设备和方法
CA3140924A1 (en) * 2019-06-04 2020-12-10 University Of Manitoba Computer-implemented method of analyzing an image to segment article of interest therein
KR20200142938A (ko) * 2019-06-14 2020-12-23 주식회사 룰루랩 사용자 맞춤형 피부 진단 시스템 및 방법
US11151794B1 (en) 2019-06-28 2021-10-19 Snap Inc. Messaging system with augmented reality messages
US12205722B2 (en) * 2019-07-01 2025-01-21 Digital Diagnostics Inc. Systems for detecting and identifying coincident conditions
US11151412B2 (en) * 2019-07-01 2021-10-19 Everseen Limited Systems and methods for determining actions performed by objects within images
US11144790B2 (en) * 2019-10-11 2021-10-12 Baidu Usa Llc Deep learning model embodiments and training embodiments for faster training
US11657481B2 (en) * 2019-11-18 2023-05-23 Shinyfields Limited Systems and methods for selective enhancement of skin features in images
KR102876718B1 (ko) * 2020-01-21 2025-10-28 삼성디스플레이 주식회사 잔상 방지 방법 및 이를 포함하는 표시 장치
US11950847B1 (en) 2020-03-24 2024-04-09 Al Optics Inc. Portable medical diagnostics device with integrated artificial intelligence capabilities
USD968441S1 (en) * 2020-04-30 2022-11-01 The Procter & Gamble Company Display screen with graphical user interface
US11589803B2 (en) * 2020-05-04 2023-02-28 Toyota Motor Engineering & Manufacturing North America, Inc. Methods and systems for improving human facial skin conditions by leveraging vehicle cameras and skin data AI analytics
USD962256S1 (en) 2020-05-14 2022-08-30 The Procter & Gamble Company Display screen with graphical user interface
DE102020116304A1 (de) * 2020-06-19 2021-12-23 MetricsCosmetics GmbH Verfahren zur Bestimmung individueller Pflegemittelformulierungen
CN111767858B (zh) 2020-06-30 2024-03-22 北京百度网讯科技有限公司 图像识别方法、装置、设备和计算机存储介质
FR3112633B1 (fr) 2020-06-30 2023-03-03 Oreal Vieillissement du visage contrôlable à haute résolution avec des GAN conditionnels à sensibilité spatiale
KR102824321B1 (ko) * 2020-06-30 2025-06-26 로레알 공간 인식 조건부 gan들을 이용하는 고해상도 제어가능한 얼굴 노화
US11793451B2 (en) 2020-07-31 2023-10-24 L'oreal Interface and analysis techniques for customized skin care regimen based on skin diagnostics
CA3191566A1 (en) * 2020-08-11 2022-02-17 Cortina Health, Inc. Systems and methods for using artificial intelligence for skin condition diagnosis and treatment options
WO2022056013A1 (en) * 2020-09-08 2022-03-17 Kang Zhang Artificial intelligence for detecting a medical condition using facial images
FR3115907B1 (fr) * 2020-11-04 2024-12-13 Oreal Interface et techniques d’analyse pour un régime de soins de la peau personnalisé basé sur un diagnostic de la peau
US11551283B2 (en) 2020-12-01 2023-01-10 Capital One Services, Llc Methods and systems for providing a vehicle suggestion based on image analysis
EP4024405A1 (en) * 2020-12-29 2022-07-06 Koninklijke Philips N.V. An apparatus and method for moderating a skin lesion detection model
US12178392B2 (en) 2021-03-03 2024-12-31 AI Optics Inc. Interchangeable imaging modules for a medical diagnostics device with integrated artificial intelligence capabilities
CN117063186A (zh) * 2021-03-03 2023-11-14 巴黎欧莱雅 使用一次性神经架构搜索的轻量级实时面部对齐
EP4075385B1 (en) * 2021-04-14 2025-06-11 HautAI OÜ Method and system for anonymizing facial images
WO2022232628A1 (en) * 2021-04-30 2022-11-03 L'oreal Predicting efficacies and improving skincare treatment outcomes based on responder/non-responder information
FR3125407A1 (fr) * 2021-07-23 2023-01-27 L'oreal Prédiction de résultats de traitement de vieillissement sur la base d’un âgéotype
FR3125406B1 (fr) * 2021-07-23 2025-04-25 Oreal Prédiction de l'efficacité et amélioration de résultats de traitement du vieillissement sur la base d’une réponse biologique a des ingrédients actifs
WO2022232627A1 (en) * 2021-04-30 2022-11-03 L'oreal Predicting aging treatment outcomes based on a skin ageotype
US11967031B2 (en) 2021-06-11 2024-04-23 The Procter & Gamble Company Digital imaging analysis of biological features detected in physical mediums
US20220398055A1 (en) * 2021-06-11 2022-12-15 The Procter & Gamble Company Artificial intelligence based multi-application systems and methods for predicting user-specific events and/or characteristics and generating user-specific recommendations based on app usage
US12586180B2 (en) 2021-06-18 2026-03-24 AI Optics Inc. Assessment of image quality for a medical diagnostics device
US11875468B2 (en) 2021-06-29 2024-01-16 The Procter & Gamble Company Three-dimensional (3D) image modeling systems and methods for determining respective mid-section dimensions of individuals
US20240303968A1 (en) * 2021-06-29 2024-09-12 Université de Lausanne Image Analysis for Automated Monitoring of Swelling and/or Atrophy of Body Parts
US12051263B2 (en) * 2021-06-30 2024-07-30 Futronics (Na) Corporation Human lying posture detection method and mobile machine using the same
FR3129579B1 (fr) * 2021-12-01 2023-12-01 Oreal SYSTÈMES, dispositifs et PROCÉDÉS comportant des substrats À code couleur pour la correction ponctuelle d’imperfections, de l’ACNÉ et de PROBLÈMES de peau secondaires
US12293816B2 (en) 2021-08-25 2025-05-06 L'oreal Systems, devices, and methods including color-coded substrates for spot-correction of blemishes, acne, and secondary skin concerns
US12369843B2 (en) * 2021-09-14 2025-07-29 Ulta Salon, Cosmetics & Fragrance, Inc. Methods and systems for analyzing skin and providing information via a graphical user interface (gui)
CN114139571B (zh) * 2021-10-28 2025-03-28 中国科学院自动化研究所 基于迁移学习的心理压力检测方法及装置
JP2023087847A (ja) * 2021-12-14 2023-06-26 ポーラ化成工業株式会社 推定システム、推定プログラム及び推定方法
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
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
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
US20230196579A1 (en) * 2021-12-16 2023-06-22 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 pore size
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
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
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
JP7175061B1 (ja) 2022-06-29 2022-11-18 株式会社Novera プログラム、情報処理装置、及び方法
JP7605883B2 (ja) * 2022-08-04 2024-12-24 花王株式会社 肌状態推定方法
CN115690784A (zh) * 2022-10-31 2023-02-03 核工业北京地质研究院 一种基于深度学习的铀矿物扫描电镜图像分类方法
FR3144888A1 (fr) 2023-01-06 2024-07-12 L'oreal Procédé de modélisation et d’évaluation de l’évolution des signes de l’âge chez un utilisateur.
FR3146532B1 (fr) 2023-03-09 2025-03-28 Oreal Methode, appareil et systeme de translation d’image a image
CN116309464A (zh) * 2023-03-22 2023-06-23 福建工程学院 基于改进的MobileNet-V2的锦纶丝饼表面缺陷检测方法
GB2632164A (en) * 2023-07-27 2025-01-29 Boots Co Plc Radiance measurement method and system
WO2025041136A1 (en) * 2023-08-21 2025-02-27 Lumenis Be Ltd. Treatment planning for optimal clinical outcomes
WO2026000046A1 (en) * 2024-06-28 2026-01-02 Oblit Tech IP Holding Pty Ltd Assessment of target surfaces and markings thereon
CN119444688A (zh) * 2024-10-23 2025-02-14 中国人民解放军总医院第八医学中心 一种基于人工智能的结核皮试结果的自动识别方法及系统

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2016148906A (ja) 2015-02-10 2016-08-18 株式会社日立システムズ 肌チェックシステムおよび商品一覧表示方法ならびに商品一覧表示プログラム
WO2017165363A1 (en) 2016-03-21 2017-09-28 The Procter & Gamble Company Systems and methods for providing customized product recommendations
US20180130203A1 (en) 2016-11-06 2018-05-10 International Business Machines Corporation Automated skin lesion segmentation using deep side layers

Family Cites Families (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6157921A (en) 1998-05-01 2000-12-05 Barnhill Technologies, Llc Enhancing knowledge discovery using support vector machines in a distributed network environment
US7617163B2 (en) 1998-05-01 2009-11-10 Health Discovery Corporation Kernels and kernel methods for spectral data
US6658395B1 (en) 1998-05-01 2003-12-02 Biowulf Technologies, L.L.C. Enhancing knowledge discovery from multiple data sets using multiple support vector machines
US20080050836A1 (en) 1998-05-01 2008-02-28 Isabelle Guyon Biomarkers for screening, predicting, and monitoring benign prostate hyperplasia
US7805388B2 (en) 1998-05-01 2010-09-28 Health Discovery Corporation Method for feature selection in a support vector machine using feature ranking
US7475048B2 (en) 1998-05-01 2009-01-06 Health Discovery Corporation Pre-processed feature ranking for a support vector machine
US20070092917A1 (en) 1998-05-01 2007-04-26 Isabelle Guyon Biomarkers for screening, predicting, and monitoring prostate disease
US6996549B2 (en) 1998-05-01 2006-02-07 Health Discovery Corporation Computer-aided image analysis
US6760715B1 (en) 1998-05-01 2004-07-06 Barnhill Technologies Llc Enhancing biological knowledge discovery using multiples support vector machines
US7444308B2 (en) 2001-06-15 2008-10-28 Health Discovery Corporation Data mining platform for bioinformatics and other knowledge discovery
US7921068B2 (en) 1998-05-01 2011-04-05 Health Discovery Corporation Data mining platform for knowledge discovery from heterogeneous data types and/or heterogeneous data sources
US6789069B1 (en) 1998-05-01 2004-09-07 Biowulf Technologies Llc Method for enhancing knowledge discovered from biological data using a learning machine
US7117188B2 (en) 1998-05-01 2006-10-03 Health Discovery Corporation Methods of identifying patterns in biological systems and uses thereof
US6714925B1 (en) 1999-05-01 2004-03-30 Barnhill Technologies, Llc System for identifying patterns in biological data using a distributed network
US7970718B2 (en) 2001-05-18 2011-06-28 Health Discovery Corporation Method for feature selection and for evaluating features identified as significant for classifying data
US8543519B2 (en) 2000-08-07 2013-09-24 Health Discovery Corporation System and method for remote melanoma screening
US8463718B2 (en) 2000-08-07 2013-06-11 Health Discovery Corporation Support vector machine-based method for analysis of spectral data
US7624074B2 (en) 2000-08-07 2009-11-24 Health Discovery Corporation Methods for feature selection in a learning machine
US20090226915A1 (en) 2001-01-24 2009-09-10 Health Discovery Corporation Methods for Screening, Predicting and Monitoring Prostate Cancer
US20090215024A1 (en) 2001-01-24 2009-08-27 Health Discovery Corporation Biomarkers upregulated in prostate cancer
US20090215058A1 (en) 2001-01-24 2009-08-27 Health Discovery Corporation Methods for screening, predicting and monitoring prostate cancer
EP1393196A4 (en) 2001-05-07 2007-02-28 Health Discovery Corp CORES AND METHODS FOR SELECTING CORES FOR USE IN TEACHING MACHINES
AU2002305652A1 (en) 2001-05-18 2002-12-03 Biowulf Technologies, Llc Methods for feature selection in a learning machine
WO2002095533A2 (en) 2001-05-18 2002-11-28 Biowulf Technologies, Llc Model selection for cluster data analysis
US8008012B2 (en) 2002-01-24 2011-08-30 Health Discovery Corporation Biomarkers downregulated in prostate cancer
US8293469B2 (en) 2004-11-12 2012-10-23 Health Discovery Corporation Biomarkers downregulated in prostate cancer
US11105808B2 (en) 2004-11-12 2021-08-31 Health Discovery Corporation Methods for screening, predicting and monitoring prostate cancer
US20140018249A1 (en) 2006-07-26 2014-01-16 Health Discovery Corporation Biomarkers for screening, predicting, and monitoring benign prostate hyperplasia
WO2011037579A1 (en) * 2009-09-25 2011-03-31 Hewlett-Packard Development Company, L.P. Face recognition apparatus and methods
WO2011087807A2 (en) * 2009-12-22 2011-07-21 Health Discovery Corporation System and method for remote melanoma screening
US8805018B2 (en) * 2011-04-11 2014-08-12 Intel Corporation Method of detecting facial attributes
US20170246473A1 (en) * 2016-02-25 2017-08-31 Sava Marinkovich Method and system for managing treatments
KR20180057096A (ko) * 2016-11-21 2018-05-30 삼성전자주식회사 표정 인식과 트레이닝을 수행하는 방법 및 장치
CN106780482A (zh) * 2017-01-08 2017-05-31 广东工业大学 一种医学图像分类方法
US20190392953A1 (en) 2017-02-11 2019-12-26 Dermadetect Ltd. A system and method of diagnosis skin and tissue lesions and abnormalities
US10600185B2 (en) * 2017-03-08 2020-03-24 Siemens Healthcare Gmbh Automatic liver segmentation using adversarial image-to-image network
CN107133439A (zh) * 2017-03-14 2017-09-05 广东工业大学 一种皮肤病理图像镜下所见描述文本的生成方法
WO2018182173A1 (ko) * 2017-03-27 2018-10-04 (주)아모레퍼시픽 2차원 피부 이미지 분석 시스템 및 분석 방법
US11026634B2 (en) * 2017-04-05 2021-06-08 doc.ai incorporated Image-based system and method for predicting physiological parameters
CN107123027B (zh) * 2017-04-28 2021-06-01 广东工业大学 一种基于深度学习的化妆品推荐方法及系统
CN108806792B (zh) * 2017-05-03 2022-01-04 金波 深度学习面诊系统
KR102297301B1 (ko) * 2017-05-31 2021-09-06 더 프록터 앤드 갬블 캄파니 겉보기 피부 나이를 결정하기 위한 시스템 및 방법
WO2019070775A1 (en) * 2017-10-03 2019-04-11 Ohio State Innovation Foundation SYSTEM AND METHOD FOR IMAGE SEGMENTATION AND DIGITAL ANALYSIS FOR CLINICAL TRIAL NOTATION IN SKIN DISEASE
CN107679250B (zh) * 2017-11-01 2020-12-01 浙江工业大学 一种基于深度自编码卷积神经网络的多任务分层图像检索方法
CN108876847B (zh) * 2017-11-30 2021-04-27 北京旷视科技有限公司 图像定位方法、装置、系统和存储介质
CN108198620B (zh) * 2018-01-12 2022-03-22 洛阳飞来石软件开发有限公司 一种基于深度学习的皮肤疾病智能辅助诊断系统
US11419499B2 (en) * 2018-01-19 2022-08-23 The Regents Of The University Of California Optical coherence tomography for cancer screening and triage
CN108710829A (zh) * 2018-04-19 2018-10-26 北京红云智胜科技有限公司 一种基于深度学习的表情分类及微表情检测的方法
CN108629338B (zh) * 2018-06-14 2021-10-19 五邑大学 一种基于lbp和卷积神经网络的人脸美丽预测方法
WO2020113326A1 (en) 2018-12-04 2020-06-11 Jiang Ruowei Automatic image-based skin diagnostics using deep learning

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2016148906A (ja) 2015-02-10 2016-08-18 株式会社日立システムズ 肌チェックシステムおよび商品一覧表示方法ならびに商品一覧表示プログラム
WO2017165363A1 (en) 2016-03-21 2017-09-28 The Procter & Gamble Company Systems and methods for providing customized product recommendations
US20180130203A1 (en) 2016-11-06 2018-05-10 International Business Machines Corporation Automated skin lesion segmentation using deep side layers

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
Xulei Yang et al.，SkinLesion Analysis by Multi-Target Deep Neural Networks，[online]，2018年，https://ieeexplore.ieee.org/document/8512488

Also Published As

Publication number Publication date
ES3058594T3 (en) 2026-03-11
CN114502061A (zh) 2022-05-13
US20200170564A1 (en) 2020-06-04
US11553872B2 (en) 2023-01-17
US11832958B2 (en) 2023-12-05
EP3890591B1 (en) 2025-12-17
CN114502061B (zh) 2024-05-28
EP3890591C0 (en) 2025-12-17
EP3890591A1 (en) 2021-10-13
JP2022512044A (ja) 2022-02-01
US20230123037A1 (en) 2023-04-20
WO2020113326A1 (en) 2020-06-11
EP3890591A4 (en) 2022-08-10

Similar Documents

Publication Publication Date Title
JP7395604B2 (ja) 深層学習を用いた自動的な画像ベースの皮膚診断
JP2022512044A5 (https=)
JP7341310B2 (ja) 皮膚分析のための画像処理、皮膚分析を視覚化するためのシステム及び方法
EP3433818B1 (en) Systems and methods for providing customized product recommendations
Tokgöz et al. Applications of artificial intelligence, machine learning, and deep learning on facial plastic surgeries
JP2022516586A (ja) ボディの分析
US20190213452A1 (en) Machine-implemented facial health and beauty assistant
JP7819181B2 (ja) ニキビの計数、位置特定および視覚化のためのシステム及び方法
KR20220099190A (ko) 기계학습모델을 이용하여 우울증예비진단정보를 제공하는 방법, 시스템 및 컴퓨터-판독가능 매체
Hasan et al. Pain level detection from facial image captured by smartphone
WO2021003574A1 (en) Systems and methods to process images for skin analysis and to visualize skin analysis
Raj et al. Automatic and objective facial palsy grading index prediction using deep feature regression
Kumar et al. Role of artificial intelligence for skin cancer detection
CN117242528A (zh) 处理图像以进行皮肤分析和可视化皮肤分析的系统和方法
CN117813661A (zh) 皮肤分析系统和方法具体实施
JP2026073468A (ja) システム
HK40105905A (zh) 皮肤分析系统和方法具体实施
CN116964642A (zh) 用于痤疮计数、定位和可视化的系统和方法
Han et al. Artificial intelligence powered dynamic skin analysis application

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220906

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20220906

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20230706

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20230718

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20231017

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20231027

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20231114

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20231129

R150 Certificate of patent or registration of utility model

Ref document number: 7395604

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150