CN116097320A - 用于改进的面部属性分类的系统和方法及其用途 - Google Patents

用于改进的面部属性分类的系统和方法及其用途 Download PDF

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Publication number
CN116097320A
CN116097320A CN202180046656.5A CN202180046656A CN116097320A CN 116097320 A CN116097320 A CN 116097320A CN 202180046656 A CN202180046656 A CN 202180046656A CN 116097320 A CN116097320 A CN 116097320A
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facial
attributes
attribute
face
product
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Chinese (zh)
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帕汉姆·阿拉比
弗雷德里克·安托伊宁·雷蒙·谢尔盖·弗莱蒙特
J·霍顿
蒋若玮
玉泽·张
俞至
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Ba Lioulaiya
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Ba Lioulaiya
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Priority claimed from FR2010128A external-priority patent/FR3114895B1/fr
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    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • 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
    • 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
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    • G06Q30/0631—Recommending goods or services
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00—Commerce
    • G06Q30/06—Buying, selling or leasing transactions
    • G06Q30/0601—Electronic shopping [e-shopping]
    • G06Q30/0641—Electronic shopping [e-shopping] utilising user interfaces specially adapted for shopping
    • G06Q30/0643—Electronic shopping [e-shopping] utilising user interfaces specially adapted for shopping graphically representing goods, e.g. 3D product representation
    • 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
    • G06V40/161—Detection; Localisation; Normalisation
    • G06V40/162—Detection; Localisation; Normalisation using pixel segmentation or colour matching
    • 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
    • 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
    • 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
    • G06V40/172—Classification, e.g. identification

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  • Physics & Mathematics (AREA)
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CN202180046656.5A 2020-06-29 2021-06-29 用于改进的面部属性分类的系统和方法及其用途 Pending CN116097320A (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US202063045303P 2020-06-29 2020-06-29
US63/045,303 2020-06-29
FRFR2010128 2020-10-05
FR2010128A FR3114895B1 (fr) 2020-10-05 2020-10-05 Systèmes et procédés pour une classification améliorée des attributs faciaux et leurs applications
PCT/EP2021/067883 WO2022002961A1 (en) 2020-06-29 2021-06-29 Systems and methods for improved facial attribute classification and use thereof

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CN116097320A true CN116097320A (zh) 2023-05-09

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US (2) US11978242B2 (https=)
EP (1) EP4150513A1 (https=)
JP (1) JP2023531264A (https=)
KR (1) KR20230025906A (https=)
CN (1) CN116097320A (https=)
WO (1) WO2022002961A1 (https=)

Families Citing this family (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116097320A (zh) * 2020-06-29 2023-05-09 巴黎欧莱雅 用于改进的面部属性分类的系统和方法及其用途
EP4179476A4 (en) * 2020-07-09 2024-12-04 Wyze Labs, Inc. DATASET-COMPATIBLE AND INVARIANT LEARNING FOR FACIAL RECOGNITION
CN112200626A (zh) * 2020-09-30 2021-01-08 京东方科技集团股份有限公司 确定推荐产品的方法和装置、电子设备、计算机可读介质
JP7779760B2 (ja) * 2022-02-18 2025-12-03 Ｌｉｎｅヤフー株式会社 情報提供装置、情報提供方法および情報提供プログラム
CN114663552B (zh) * 2022-05-25 2022-08-16 武汉纺织大学 一种基于2d图像的虚拟试衣方法
CN115410250B (zh) * 2022-08-01 2026-02-13 五邑大学 阵列式人脸美丽预测方法、设备及存储介质
FR3145227B1 (fr) * 2023-01-19 2025-12-05 Oreal SYSTÈME, APPAREIL ET PROCÉDÉ DE diagnostic de boucle
WO2024073041A1 (en) * 2022-09-30 2024-04-04 L'oreal Curl diagnosis system, apparatus, and method
FR3145228B1 (fr) * 2023-01-19 2025-10-31 Oreal Système, appareil et procédé d’appréciation et de personnalisation de cheveux bouclés
FR3145226A1 (fr) * 2023-01-19 2024-07-26 L'oreal Systèmes, dispositif et procédés collaboratifs pour la caractérisation des cheveux bouclés
JP2024069041A (ja) * 2022-11-09 2024-05-21 キヤノン株式会社 画像処理装置、画像処理方法、及びコンピュータプログラム
CN115909470B (zh) * 2022-11-24 2023-07-07 浙江大学 基于深度学习的全自动眼睑疾病术后外观预测系统和方法
US12394098B2 (en) 2023-01-13 2025-08-19 L'oreal Multi-camera video capture for accurate skin tone measurement
FR3147890B1 (fr) * 2023-04-17 2025-04-18 Oreal Capture vidéo multi-caméras pour une mesure précise de carnation
WO2024151984A1 (en) * 2023-01-13 2024-07-18 L'oreal Multi-camera video capture for accurate skin tone measurement
KR102602659B1 (ko) * 2023-05-26 2023-11-15 주식회사 손손컴퍼니 증강현실에 기초한 핏팅 시스템
WO2025120099A1 (en) * 2023-12-07 2025-06-12 L'oréal Hair color classification using consistency regularization and annotation confusion matrices and hair color simulation using a hair color classification guided network
US20250191338A1 (en) * 2023-12-07 2025-06-12 L'oreal Hair color classification using consistency regularization and annotation confusion matrices
US20250191248A1 (en) * 2023-12-07 2025-06-12 L'oreal Hair color simulation using a hair color classification guided network
US20250239026A1 (en) * 2024-01-23 2025-07-24 L'oreal Method and system for 3d hair virtual try on
US12586412B2 (en) * 2024-04-10 2026-03-24 Lashify, Inc. Using two-dimensional images and machine learning to identify information pertaining to eye shape
WO2025216339A1 (ko) * 2024-04-11 2025-10-16 주식회사 엔씨소프트 언어 중심 모델에 기반한 얼굴 속성 인식을 위한 전자 장치, 방법, 및 비-일시적 컴퓨터 판독 가능 저장 매체

Family Cites Families (35)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030065255A1 (en) * 2001-10-01 2003-04-03 Daniela Giacchetti Simulation of an aesthetic feature on a facial image
JP4315234B2 (ja) * 2008-08-15 2009-08-19 ソニー株式会社 撮像装置および表情評価装置
JP5304294B2 (ja) * 2009-02-10 2013-10-02 株式会社ニコン 電子スチルカメラ
EP2462535A2 (fr) * 2009-08-04 2012-06-13 Vesalis Procédé de traitement d'image pour corriger une image cible en fonction d'une image de reference et dispositif de traitement d'image correspondant
US8638993B2 (en) * 2010-04-05 2014-01-28 Flashfoto, Inc. Segmenting human hairs and faces
US8879804B1 (en) * 2010-12-18 2014-11-04 Alexey Konoplev System and method for automatic detection and recognition of facial features
US8908904B2 (en) * 2011-12-28 2014-12-09 Samsung Electrônica da Amazônia Ltda. Method and system for make-up simulation on portable devices having digital cameras
JP2014149678A (ja) * 2013-02-01 2014-08-21 Panasonic Corp 美容支援装置、美容支援システム、美容支援方法、並びに美容支援プログラム
JP6397250B2 (ja) * 2014-07-30 2018-09-26 Kddi株式会社 集中度推定装置、方法及びプログラム
US9349178B1 (en) 2014-11-24 2016-05-24 Siemens Aktiengesellschaft Synthetic data-driven hemodynamic determination in medical imaging
CN105678561B (zh) * 2016-01-29 2020-04-03 京东方科技集团股份有限公司 智能梳妆台及相应的云专家系统
JP2018124604A (ja) * 2017-01-30 2018-08-09 グローリー株式会社 接客支援システム、接客支援装置及び接客支援方法
US10529115B2 (en) * 2017-03-20 2020-01-07 Google Llc Generating cartoon images from photos
WO2019183758A1 (en) * 2018-03-26 2019-10-03 Intel Corporation Methods and apparatus for multi-task recognition using neural networks
CN108765268A (zh) * 2018-05-28 2018-11-06 京东方科技集团股份有限公司 一种辅助化妆方法、装置及智能镜
US11882918B2 (en) * 2018-05-28 2024-01-30 Boe Technology Group Co., Ltd. Make-up assistance method and apparatus and smart mirror
US11222196B2 (en) * 2018-07-11 2022-01-11 Samsung Electronics Co., Ltd. Simultaneous recognition of facial attributes and identity in organizing photo albums
EP3628187A1 (en) * 2018-09-26 2020-04-01 Chanel Parfums Beauté Method for simulating the rendering of a make-up product on a body area
EP3664035B1 (en) * 2018-12-03 2021-03-03 Chanel Parfums Beauté Method for simulating the realistic rendering of a makeup product
KR102653079B1 (ko) * 2019-04-23 2024-04-01 더 프록터 앤드 갬블 캄파니 미용 피부 속성을 측정하기 위한 장치 및 방법
US11348334B1 (en) * 2019-06-30 2022-05-31 George Douglas MacEwen Methods and systems for skin color matching using an imaging device and a controlled light source
JP6651085B1 (ja) * 2019-07-03 2020-02-19 Ａｗｌ株式会社 属性認識システム、学習サーバ、及び属性認識プログラム
US11039676B2 (en) * 2019-07-21 2021-06-22 Shaobo Kuang System and method for selecting or recommending skincare, haircare, beauty or fashion products
CN110443189B (zh) * 2019-07-31 2021-08-03 厦门大学 基于多任务多标签学习卷积神经网络的人脸属性识别方法
WO2021138481A1 (en) * 2019-12-31 2021-07-08 L'oreal High-resolution and hyperspectral imaging of skin
US11227151B2 (en) * 2020-03-05 2022-01-18 King Fahd University Of Petroleum And Minerals Methods and systems for computerized recognition of hand gestures
CN113496459A (zh) * 2020-04-01 2021-10-12 华为技术有限公司 辅助化妆方法、终端设备、存储介质及程序产品
US12333855B1 (en) * 2020-06-11 2025-06-17 Eyevious Style Incorporated Automated system for generating personalized eyewear recommendations based on fit and style within a purchasing system
TWI762958B (zh) * 2020-06-22 2022-05-01 威聯通科技股份有限公司 收集臉部辨識資料的方法及系統
CN116097320A (zh) * 2020-06-29 2023-05-09 巴黎欧莱雅 用于改进的面部属性分类的系统和方法及其用途
US11461946B2 (en) * 2020-12-30 2022-10-04 L'oreal Digital makeup artist
US11657553B2 (en) * 2020-12-30 2023-05-23 L'oreal Digital makeup artist
JP7488223B2 (ja) * 2021-05-27 2024-05-21 株式会社アシックス 着装シミュレーション装置
WO2024141513A1 (en) * 2022-12-28 2024-07-04 L'oréal Makeup virtual try on methods and apparatus
US20240265433A1 (en) * 2023-02-02 2024-08-08 Modaviti Emarketing Private Limited Interactive system and method for recommending one or more lifestyle products

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EP4150513A1 (en) 2023-03-22
US20240249504A1 (en) 2024-07-25
US11978242B2 (en) 2024-05-07
KR20230025906A (ko) 2023-02-23
JP2023531264A (ja) 2023-07-21
US20210406996A1 (en) 2021-12-30
WO2022002961A1 (en) 2022-01-06

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