KR102142232B1 - 얼굴 라이브니스 검출 방법 및 장치, 그리고 전자 디바이스 - Google Patents

얼굴 라이브니스 검출 방법 및 장치, 그리고 전자 디바이스 Download PDF

Info

Publication number
KR102142232B1
KR102142232B1 KR1020197013124A KR20197013124A KR102142232B1 KR 102142232 B1 KR102142232 B1 KR 102142232B1 KR 1020197013124 A KR1020197013124 A KR 1020197013124A KR 20197013124 A KR20197013124 A KR 20197013124A KR 102142232 B1 KR102142232 B1 KR 102142232B1
Authority
KR
South Korea
Prior art keywords
deep learning
face
learning model
image
live
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
KR1020197013124A
Other languages
English (en)
Korean (ko)
Other versions
KR20190072563A (ko
Inventor
첸광 마
Original Assignee
알리바바 그룹 홀딩 리미티드
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 알리바바 그룹 홀딩 리미티드 filed Critical 알리바바 그룹 홀딩 리미티드
Publication of KR20190072563A publication Critical patent/KR20190072563A/ko
Application granted granted Critical
Publication of KR102142232B1 publication Critical patent/KR102142232B1/ko
Assigned to 어드밴스드 뉴 테크놀로지스 씨오., 엘티디. reassignment 어드밴스드 뉴 테크놀로지스 씨오., 엘티디. 권리의 전부이전등록 Assignors: 어드밴티지어스 뉴 테크놀로지스 씨오., 엘티디.
Assigned to 어드밴티지어스 뉴 테크놀로지스 씨오., 엘티디. reassignment 어드밴티지어스 뉴 테크놀로지스 씨오., 엘티디. 권리의 전부이전등록 Assignors: 알리바바 그룹 홀딩 리미티드
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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
    • 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
    • G06V40/164—Detection; Localisation; Normalisation using holistic features
    • G06K9/00241—
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06K9/00288—
    • G06K9/00899—
    • G06K9/6256—
    • 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
    • G06N3/0454—
    • 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
    • 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
    • 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
    • G06V10/764—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
    • 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
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/80—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/809—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of classification results, e.g. where the classifiers operate on the same input data
    • 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
    • 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
    • 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
    • G06V40/40—Spoof detection, e.g. liveness detection
    • 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
    • G06V40/40—Spoof detection, e.g. liveness detection
    • G06V40/45—Detection of the body part being alive

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Human Computer Interaction (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Computational Linguistics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Collating Specific Patterns (AREA)
KR1020197013124A 2017-06-07 2018-06-07 얼굴 라이브니스 검출 방법 및 장치, 그리고 전자 디바이스 Active KR102142232B1 (ko)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
CN201710421333.5A CN107358157B (zh) 2017-06-07 2017-06-07 一种人脸活体检测方法、装置以及电子设备
CN201710421333.5 2017-06-07
PCT/US2018/036505 WO2018226990A1 (en) 2017-06-07 2018-06-07 Face liveness detection method and apparatus, and electronic device

Publications (2)

Publication Number Publication Date
KR20190072563A KR20190072563A (ko) 2019-06-25
KR102142232B1 true KR102142232B1 (ko) 2020-08-07

Family

ID=60272274

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020197013124A Active KR102142232B1 (ko) 2017-06-07 2018-06-07 얼굴 라이브니스 검출 방법 및 장치, 그리고 전자 디바이스

Country Status (18)

Country Link
US (1) US10671870B2 (https=)
EP (2) EP3872699B1 (https=)
JP (1) JP6732317B2 (https=)
KR (1) KR102142232B1 (https=)
CN (2) CN107358157B (https=)
AU (2) AU2018280235B2 (https=)
BR (1) BR112019009219A2 (https=)
CA (1) CA3043230C (https=)
ES (1) ES2878374T3 (https=)
MX (1) MX382730B (https=)
MY (1) MY196557A (https=)
PH (1) PH12019501009B1 (https=)
PL (1) PL3523754T3 (https=)
RU (1) RU2714096C1 (https=)
SG (1) SG10202005728SA (https=)
TW (1) TWI714834B (https=)
WO (1) WO2018226990A1 (https=)
ZA (1) ZA201902833B (https=)

Families Citing this family (88)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017015390A1 (en) * 2015-07-20 2017-01-26 University Of Maryland, College Park Deep multi-task learning framework for face detection, landmark localization, pose estimation, and gender recognition
US9300678B1 (en) 2015-08-03 2016-03-29 Truepic Llc Systems and methods for authenticating photographic image data
CN107358157B (zh) * 2017-06-07 2020-10-02 创新先进技术有限公司 一种人脸活体检测方法、装置以及电子设备
US10375050B2 (en) 2017-10-10 2019-08-06 Truepic Inc. Methods for authenticating photographic image data
US10497122B2 (en) 2017-10-11 2019-12-03 Adobe Inc. Image crop suggestion and evaluation using deep-learning
US10516830B2 (en) * 2017-10-11 2019-12-24 Adobe Inc. Guided image composition on mobile devices
CN107832735A (zh) * 2017-11-24 2018-03-23 百度在线网络技术（北京）有限公司 用于识别人脸的方法和装置
CN108280418A (zh) * 2017-12-12 2018-07-13 北京深醒科技有限公司 脸部图像的欺骗识别方法及装置
KR102455633B1 (ko) 2017-12-21 2022-10-17 삼성전자주식회사 라이브니스 검사 방법 및 장치
CN108205708A (zh) * 2018-01-02 2018-06-26 安徽大学 一种新型可扩展的深度学习系统及数据识别方法
CN110298212B (zh) * 2018-03-21 2023-04-07 腾讯科技（深圳）有限公司 模型训练方法、情绪识别方法、表情显示方法及相关设备
US11030486B2 (en) * 2018-04-20 2021-06-08 XNOR.ai, Inc. Image classification through label progression
CN108805024B (zh) * 2018-04-28 2020-11-24 Oppo广东移动通信有限公司 图像处理方法、装置、计算机可读存储介质和电子设备
CN110502961B (zh) * 2018-05-16 2022-10-21 腾讯科技（深圳）有限公司 一种面部图像检测方法及装置
CN110728147B (zh) * 2018-06-28 2023-04-28 阿里巴巴集团控股有限公司 一种模型训练方法及命名实体识别方法
US11741568B2 (en) 2018-06-29 2023-08-29 Baidu Usa Llc Systems and methods for low-power, real-time object detection
CN108985228A (zh) * 2018-07-16 2018-12-11 百度在线网络技术（北京）有限公司 应用于终端设备的信息生成方法和装置
CN109034059B (zh) * 2018-07-25 2023-06-06 深圳市中悦科技有限公司 静默式人脸活体检测方法、装置、存储介质及处理器
US10360668B1 (en) 2018-08-13 2019-07-23 Truepic Inc. Methods for requesting and authenticating photographic image data
US10699150B2 (en) * 2018-10-23 2020-06-30 Polarr, Inc. Machine guided photo and video composition
CN109460733A (zh) * 2018-11-08 2019-03-12 北京智慧眼科技股份有限公司 基于单摄像头的人脸识别活体检测方法及系统、存储介质
CN109657557A (zh) * 2018-11-22 2019-04-19 珠海研果科技有限公司 一种基于深度学习的球面图像人脸检测方法及系统
CN109784148A (zh) * 2018-12-06 2019-05-21 北京飞搜科技有限公司 活体检测方法及装置
CN109800648B (zh) * 2018-12-18 2021-09-28 北京英索科技发展有限公司 基于人脸关键点校正的人脸检测识别方法及装置
CN111382612A (zh) * 2018-12-28 2020-07-07 北京市商汤科技开发有限公司 动物面部检测方法及装置
CN109753938B (zh) 2019-01-10 2021-11-05 京东方科技集团股份有限公司 图像识别方法和设备及应用、神经网络的训练方法
US11403884B2 (en) * 2019-01-16 2022-08-02 Shenzhen GOODIX Technology Co., Ltd. Anti-spoofing face ID sensing
CN109961006A (zh) * 2019-01-30 2019-07-02 东华大学 一种低像素多目标人脸检测和关键点定位方法以及对齐方法
CN111507131B (zh) * 2019-01-31 2023-09-19 北京市商汤科技开发有限公司 活体检测方法及装置、电子设备和存储介质
CN111723626B (zh) * 2019-03-22 2024-05-07 北京地平线机器人技术研发有限公司 用于活体检测的方法、装置和电子设备
CN111767760A (zh) * 2019-04-01 2020-10-13 北京市商汤科技开发有限公司 活体检测方法和装置、电子设备及存储介质
CN111860078B (zh) * 2019-04-30 2024-05-14 北京眼神智能科技有限公司 人脸静默活体检测方法、装置、可读存储介质及设备
CN110348385B (zh) * 2019-07-12 2023-07-07 深圳小阳软件有限公司 活体人脸识别方法和装置
EP4022474A2 (en) 2019-08-29 2022-07-06 PXL Vision AG Id verification with a mobile device
CN110569808B (zh) * 2019-09-11 2024-08-09 腾讯科技（深圳）有限公司 活体检测方法、装置及计算机设备
CN110569826B (zh) * 2019-09-18 2022-05-24 深圳市捷顺科技实业股份有限公司 一种人脸识别方法、装置、设备及介质
CN110728215A (zh) * 2019-09-26 2020-01-24 杭州艾芯智能科技有限公司 基于红外图像的人脸活体检测方法、装置
CN110838109A (zh) * 2019-11-04 2020-02-25 上海眼控科技股份有限公司 一种三角架识别方法、装置、移动终端及存储介质
CN113642466B (zh) * 2019-11-27 2022-11-01 马上消费金融股份有限公司 活体检测和模型训练方法、设备及介质
CN110942033B (zh) * 2019-11-28 2023-05-26 重庆中星微人工智能芯片技术有限公司 用于推送信息的方法、装置、电子设备和计算机介质
CN111062019A (zh) * 2019-12-13 2020-04-24 支付宝(杭州)信息技术有限公司 用户攻击检测方法、装置、电子设备
KR102307671B1 (ko) * 2020-01-02 2021-10-01 주식회사 블루프린트랩 얼굴 인증을 수행하기 위한 방법
US11687778B2 (en) 2020-01-06 2023-06-27 The Research Foundation For The State University Of New York Fakecatcher: detection of synthetic portrait videos using biological signals
CN111241989B (zh) * 2020-01-08 2023-06-13 腾讯科技（深圳）有限公司 图像识别方法及装置、电子设备
CN111274879B (zh) * 2020-01-10 2023-04-25 北京百度网讯科技有限公司 检测活体检验模型可靠性的方法以及装置
US11037284B1 (en) * 2020-01-14 2021-06-15 Truepic Inc. Systems and methods for detecting image recapture
US11670069B2 (en) 2020-02-06 2023-06-06 ID R&D, Inc. System and method for face spoofing attack detection
CN111291685B (zh) * 2020-02-10 2023-06-02 支付宝实验室(新加坡)有限公司 人脸检测模型的训练方法及装置
CN111339933A (zh) * 2020-02-25 2020-06-26 北京国网富达科技发展有限责任公司 基于深度学习的变电站安全监控方法及装置
CN113496442A (zh) * 2020-03-19 2021-10-12 荷盛崧钜智财顾问股份有限公司 图表征产生系统,图表征产生方法与其图表征智能模块
CN111428620B (zh) * 2020-03-20 2025-02-07 深圳前海微众银行股份有限公司 基于联邦活体检测模型的身份识别方法、装置、设备和介质
EP3893147B1 (en) * 2020-04-09 2024-01-03 Identy Inc. Liveliness detection using a device comprising an illumination source
CN111507262B (zh) * 2020-04-17 2023-12-08 北京百度网讯科技有限公司 用于检测活体的方法和装置
CN111768286B (zh) * 2020-05-14 2024-02-20 北京旷视科技有限公司 风险预测方法、装置、设备及存储介质
CN111340014B (zh) * 2020-05-22 2020-11-17 支付宝(杭州)信息技术有限公司 活体检测方法、装置、设备和存储介质
CN111814574B (zh) * 2020-06-12 2023-09-15 浙江大学 应用双分支三维卷积模型的人脸活体检测系统、终端及存储介质
US11694480B2 (en) * 2020-07-27 2023-07-04 Samsung Electronics Co., Ltd. Method and apparatus with liveness detection
CN112085701B (zh) * 2020-08-05 2024-06-11 深圳市优必选科技股份有限公司 一种人脸模糊度检测方法、装置、终端设备及存储介质
CN114120023B (zh) * 2020-09-01 2025-12-16 顺丰科技有限公司 翻拍图像识别方法、装置及计算机可读存储介质
US11947626B2 (en) * 2020-11-10 2024-04-02 Nec Corporation Face recognition from unseen domains via learning of semantic features
CN112329720B (zh) * 2020-11-26 2025-04-08 杭州海康威视数字技术股份有限公司 人脸活体检测方法、装置及设备
CN112257685A (zh) * 2020-12-08 2021-01-22 成都新希望金融信息有限公司 人脸翻拍识别方法、装置、电子设备及存储介质
CN112580454B (zh) * 2020-12-08 2024-03-26 上海明略人工智能(集团)有限公司 基于图片材质分割标记的人脸防伪方法及系统
CN112434647A (zh) * 2020-12-09 2021-03-02 浙江光珀智能科技有限公司 一种人脸活体检测方法
CN112597885A (zh) * 2020-12-22 2021-04-02 北京华捷艾米科技有限公司 人脸活体检测方法、装置、电子设备及计算机存储介质
CN112613471B (zh) * 2020-12-31 2023-08-01 中移（杭州）信息技术有限公司 人脸活体检测方法、装置及计算机可读存储介质
US12231577B2 (en) 2021-03-10 2025-02-18 Truepic Inc. System and method for capturing authenticatable digital media files on connected media-capture devices
US12174979B2 (en) 2021-04-27 2024-12-24 Truepic Inc. System and method for managing cryptographic keys for cryptographically sealing media files on connected media-capture devices to enhance end-user privacy and enable offline capture
CN112926559B (zh) * 2021-05-12 2021-07-30 支付宝(杭州)信息技术有限公司 人脸图像处理方法及装置
RU2758966C1 (ru) * 2021-05-13 2021-11-03 Общество с ограниченной ответственностью "ВижнЛабс" Способ определения подлинности лица по маскам сегментации
CN113657154A (zh) * 2021-07-08 2021-11-16 浙江大华技术股份有限公司 活体检测方法、装置、电子装置和存储介质
CN113361487B (zh) * 2021-07-09 2024-09-06 无锡时代天使医疗器械科技有限公司 异物检测方法、装置、设备及计算机可读存储介质
CN113483851B (zh) * 2021-07-13 2023-05-16 天津万峰环保科技有限公司 路面积水监测设备和方法
CN117751380A (zh) * 2021-08-05 2024-03-22 富士通株式会社 生成方法、信息处理装置以及生成程序
CN113610071B (zh) * 2021-10-11 2021-12-24 深圳市一心视觉科技有限公司 人脸活体检测方法、装置、电子设备及存储介质
CN114220136B (zh) * 2021-11-02 2025-05-27 阿里巴巴（中国）有限公司 用户行为识别模型的训练、面部识别的方法、系统及装置
CN114140851B (zh) * 2021-12-01 2023-08-11 北京百度网讯科技有限公司 图像检测方法和用于训练图像检测模型的方法
US12300035B1 (en) * 2022-03-30 2025-05-13 Amazon Technologies, Inc. Liveness detection based on motion, face, and context cues
US12333863B1 (en) 2022-06-27 2025-06-17 Amazon Technologies, Inc. Liveness detection based on gesture validation, facial expression analysis, and concurrency validation
CN115482594A (zh) * 2022-09-21 2022-12-16 支付宝(杭州)信息技术有限公司 一种活体检测模型的生成方法、装置及设备
KR20240041716A (ko) * 2022-09-23 2024-04-01 삼성전자주식회사 모바일 장치 및 그 동작 방법
CN115759205B (zh) * 2022-11-30 2025-07-11 华南理工大学 基于多模型协作对比学习的负样本采样方法
US12563053B2 (en) * 2022-12-14 2026-02-24 Onfido Ltd. Methods and systems for fraud detection using relative movement of facial features
KR102771671B1 (ko) * 2022-12-28 2025-02-25 (주)바이오트코리아 클라우드 기반 인공지능 영상인식을 이용한 전자동 검체채취 시스템 및 방법
US12608975B2 (en) * 2023-01-05 2026-04-21 Google Llc Multi-scale model ensemble for classification of objects
CN116206373A (zh) * 2023-02-10 2023-06-02 北京旷视科技有限公司 活体检测方法、电子设备及存储介质
CN116824664B (zh) * 2023-06-13 2025-07-29 西安电子科技大学 一种针对图像演示攻击的人脸活体检测方法
US12511941B2 (en) 2023-07-27 2025-12-30 Unicotech Portugal, Unipessoal Lda System and method of liveness detection with preservation of original image characteristics

Family Cites Families (27)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6959109B2 (en) * 2002-06-20 2005-10-25 Identix Incorporated System and method for pose-angle estimation
US20080260212A1 (en) * 2007-01-12 2008-10-23 Moskal Michael D System for indicating deceit and verity
CN100514353C (zh) 2007-11-26 2009-07-15 清华大学 一种基于人脸生理性运动的活体检测方法及系统
JP2010035048A (ja) 2008-07-30 2010-02-12 Fujifilm Corp 撮像装置及び撮像方法
US8675926B2 (en) 2010-06-08 2014-03-18 Microsoft Corporation Distinguishing live faces from flat surfaces
TWI556194B (zh) * 2012-06-29 2016-11-01 希科母股份有限公司 對象檢出裝置、對象檢出方法及對象檢出用電腦程式
US8437513B1 (en) * 2012-08-10 2013-05-07 EyeVerify LLC Spoof detection for biometric authentication
CN104166835A (zh) 2013-05-17 2014-11-26 诺基亚公司 用于识别活体用户的方法和装置
CN103440479B (zh) 2013-08-29 2016-12-28 湖北微模式科技发展有限公司 一种活体人脸检测方法与系统
US10095917B2 (en) * 2013-11-04 2018-10-09 Facebook, Inc. Systems and methods for facial representation
KR102257897B1 (ko) 2014-05-09 2021-05-28 삼성전자주식회사 라이브니스 검사 방법과 장치，및 영상 처리 방법과 장치
US9396537B2 (en) * 2014-09-09 2016-07-19 EyeVerify, Inc. Systems and methods for liveness analysis
CN105844202A (zh) * 2015-01-12 2016-08-10 芋头科技（杭州）有限公司 一种影像识别系统及方法
CN105117695B (zh) 2015-08-18 2017-11-24 北京旷视科技有限公司 活体检测设备和活体检测方法
CN105740779B (zh) * 2016-01-25 2020-11-13 北京眼神智能科技有限公司 人脸活体检测的方法和装置
CN105740780B (zh) * 2016-01-25 2020-07-28 北京眼神智能科技有限公司 人脸活体检测的方法和装置
CN105956572A (zh) * 2016-05-15 2016-09-21 北京工业大学 一种基于卷积神经网络的活体人脸检测方法
CN106203373B (zh) * 2016-07-19 2019-04-16 中山大学 一种基于深度视觉词袋模型的人脸活体检测方法
US9965610B2 (en) * 2016-07-22 2018-05-08 Nec Corporation Physical system access control
CN106599772B (zh) * 2016-10-31 2020-04-28 北京旷视科技有限公司 活体验证方法和装置及身份认证方法和装置
US11003988B2 (en) * 2016-11-23 2021-05-11 General Electric Company Hardware system design improvement using deep learning algorithms
CN106778525B (zh) * 2016-11-25 2021-08-10 北京旷视科技有限公司 身份认证方法和装置
CN106709458A (zh) * 2016-12-27 2017-05-24 深圳市捷顺科技实业股份有限公司 一种人脸活体检测方法及装置
CN106780482A (zh) * 2017-01-08 2017-05-31 广东工业大学 一种医学图像分类方法
KR102387571B1 (ko) * 2017-03-27 2022-04-18 삼성전자주식회사 라이브니스 검사 방법 및 장치
CN107358157B (zh) * 2017-06-07 2020-10-02 创新先进技术有限公司 一种人脸活体检测方法、装置以及电子设备
CN107480725A (zh) * 2017-08-23 2017-12-15 京东方科技集团股份有限公司 基于深度学习的图像识别方法、装置和计算机设备

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
David Menotti외 2명 "Deep Representations for Iris, Face, and Fingerprint Spoofing Detection", IEEE Transactions on information, Vol 10 (2015.04)*
Jinawei Yang외 2명 "Learn Convolutional Neural Network for face Anti-Spoofing", computer vision and pattern recogniton (2014.08.26)*

Also Published As

Publication number Publication date
US10671870B2 (en) 2020-06-02
ZA201902833B (en) 2021-08-25
EP3872699B1 (en) 2023-11-15
PL3523754T3 (pl) 2021-10-04
EP3523754A1 (en) 2019-08-14
BR112019009219A2 (pt) 2019-08-13
JP6732317B2 (ja) 2020-07-29
TWI714834B (zh) 2021-01-01
ES2878374T3 (es) 2021-11-18
CA3043230A1 (en) 2018-12-13
CA3043230C (en) 2020-06-23
CN113095124B (zh) 2024-02-06
TW201903652A (zh) 2019-01-16
MY196557A (en) 2023-04-19
PH12019501009B1 (en) 2023-05-12
AU2018280235A1 (en) 2019-05-23
KR20190072563A (ko) 2019-06-25
SG10202005728SA (en) 2020-07-29
MX382730B (es) 2025-03-13
MX2019005352A (es) 2019-08-05
WO2018226990A1 (en) 2018-12-13
JP2020504360A (ja) 2020-02-06
CN113095124A (zh) 2021-07-09
CN107358157A (zh) 2017-11-17
EP3872699A1 (en) 2021-09-01
AU2020201662B2 (en) 2020-04-16
EP3523754B1 (en) 2021-04-14
AU2020201662A1 (en) 2020-03-26
PH12019501009A1 (en) 2019-12-02
RU2714096C1 (ru) 2020-02-11
AU2018280235B2 (en) 2020-01-23
CN107358157B (zh) 2020-10-02
US20180357501A1 (en) 2018-12-13

Similar Documents

Publication Publication Date Title
KR102142232B1 (ko) 얼굴 라이브니스 검출 방법 및 장치, 그리고 전자 디바이스
US10691794B2 (en) Method, apparatus, and electronic device for detecting model security
TWI766286B (zh) 圖像處理方法及圖像處理裝置、電子設備和電腦可讀儲存媒介
TWI766201B (zh) 活體檢測方法、裝置以及儲存介質
US8879803B2 (en) Method, apparatus, and computer program product for image clustering
US10572072B2 (en) Depth-based touch detection
WO2021056808A1 (zh) 图像处理方法及装置、电子设备和存储介质
US20160062456A1 (en) Method and apparatus for live user recognition
CN112036331A (zh) 活体检测模型的训练方法、装置、设备及存储介质
CN108280418A (zh) 脸部图像的欺骗识别方法及装置
CN108416265A (zh) 一种人脸检测方法、装置、设备及存储介质
CN111160251B (zh) 一种活体识别方法及装置
KR102399809B1 (ko) 전자 장치 및 그 제어 방법
CN112070022A (zh) 人脸图像识别方法、装置、电子设备和计算机可读介质
CN107977636B (zh) 人脸检测方法及装置、终端、存储介质
CN114898431A (zh) 一种刷脸支付意愿识别方法、装置以及设备
OA19067A (en) Face liveness detection method and apparatus, and electronic device.
CN117576790A (zh) 一种生物攻击检测方法、装置及设备
CN117576245A (zh) 一种图像的风格转换方法、装置、电子设备及存储介质
CN116052287A (zh) 一种活体检测的方法、装置、存储介质及电子设备
CN117576748A (zh) 一种伪造检测模型训练方法、装置、存储介质及电子设备
CN115482566A (zh) 一种面部识别方法、装置及设备

Legal Events

Date Code Title Description
PA0105 International application

Patent event date: 20190507

Patent event code: PA01051R01D

Comment text: International Patent Application

A201 Request for examination
PA0201 Request for examination

Patent event code: PA02012R01D

Patent event date: 20190517

Comment text: Request for Examination of Application

PG1501 Laying open of application
A302 Request for accelerated examination
PA0302 Request for accelerated examination

Patent event date: 20200107

Patent event code: PA03022R01D

Comment text: Request for Accelerated Examination

E701 Decision to grant or registration of patent right
PE0701 Decision of registration

Patent event code: PE07011S01D

Comment text: Decision to Grant Registration

Patent event date: 20200512

GRNT Written decision to grant
PR0701 Registration of establishment

Comment text: Registration of Establishment

Patent event date: 20200731

Patent event code: PR07011E01D

PR1002 Payment of registration fee

Payment date: 20200731

End annual number: 3

Start annual number: 1

PG1601 Publication of registration
PR1001 Payment of annual fee

Payment date: 20240701

Start annual number: 5

End annual number: 5