SG11202008103YA - Method and apparatus for liveness detection, electronic device, and storage medium - Google Patents

Method and apparatus for liveness detection, electronic device, and storage medium

Info

Publication number
SG11202008103YA
SG11202008103YA SG11202008103YA SG11202008103YA SG11202008103YA SG 11202008103Y A SG11202008103Y A SG 11202008103YA SG 11202008103Y A SG11202008103Y A SG 11202008103YA SG 11202008103Y A SG11202008103Y A SG 11202008103YA SG 11202008103Y A SG11202008103Y A SG 11202008103YA
Authority
SG
Singapore
Prior art keywords
electronic device
storage medium
liveness detection
liveness
detection
Prior art date
Application number
SG11202008103YA
Other languages
English (en)
Inventor
Guowei Yang
Jing Shao
Junjie Yan
Xiaogang Wang
Original Assignee
Beijing Sensetime Technology Development Co Ltd
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 Beijing Sensetime Technology Development Co Ltd filed Critical Beijing Sensetime Technology Development Co Ltd
Publication of SG11202008103YA publication Critical patent/SG11202008103YA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/2433—Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T1/00—General purpose image data processing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T1/00—General purpose image data processing
    • G06T1/0007—Image acquisition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/20—Image preprocessing
    • G06V10/25—Determination of region of interest [ROI] or a volume of interest [VOI]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
    • G06V10/75—Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video features; Coarse-fine approaches, e.g. multi-scale approaches; using context analysis; Selection of dictionaries
    • G06V10/758—Involving statistics of pixels or of feature values, e.g. histogram matching
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
  • Multimedia (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Databases & Information Systems (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Operations Research (AREA)
  • Probability & Statistics with Applications (AREA)
  • Algebra (AREA)
  • Image Analysis (AREA)
  • Collating Specific Patterns (AREA)
SG11202008103YA 2019-04-01 2019-11-22 Method and apparatus for liveness detection, electronic device, and storage medium SG11202008103YA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201910257350.9A CN111767760A (zh) 2019-04-01 2019-04-01 活体检测方法和装置、电子设备及存储介质
PCT/CN2019/120404 WO2020199611A1 (zh) 2019-04-01 2019-11-22 活体检测方法和装置、电子设备及存储介质

Publications (1)

Publication Number Publication Date
SG11202008103YA true SG11202008103YA (en) 2020-11-27

Family

ID=72664509

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202008103YA SG11202008103YA (en) 2019-04-01 2019-11-22 Method and apparatus for liveness detection, electronic device, and storage medium

Country Status (7)

Country Link
US (1) US20200380279A1 (ja)
JP (1) JP7165742B2 (ja)
KR (1) KR20200118076A (ja)
CN (1) CN111767760A (ja)
SG (1) SG11202008103YA (ja)
TW (1) TWI754887B (ja)
WO (1) WO2020199611A1 (ja)

Families Citing this family (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019118089A1 (en) * 2017-12-11 2019-06-20 Analog Devices, Inc. Multi-modal far field user interfaces and vision-assisted audio processing
US11861480B2 (en) * 2018-08-21 2024-01-02 Siemens Mobility GmbH Orientation detection in overhead line insulators
US11670069B2 (en) * 2020-02-06 2023-06-06 ID R&D, Inc. System and method for face spoofing attack detection
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
CN112102154B (zh) * 2020-08-20 2024-04-26 北京百度网讯科技有限公司 图像处理方法、装置、电子设备和存储介质
CN112651311A (zh) * 2020-12-15 2021-04-13 展讯通信(天津)有限公司 一种人脸识别方法和相关设备
CN114913565B (zh) 2021-01-28 2023-11-17 腾讯科技（深圳）有限公司 人脸图像检测方法、模型训练方法、装置及存储介质
CN112883902B (zh) * 2021-03-12 2023-01-24 百度在线网络技术（北京）有限公司 视频检测方法、装置、电子设备及存储介质
CN113705428A (zh) * 2021-08-26 2021-11-26 北京市商汤科技开发有限公司 活体检测方法及装置、电子设备及计算机可读存储介质
CN113869906A (zh) * 2021-09-29 2021-12-31 北京市商汤科技开发有限公司 人脸支付方法及装置、存储介质
CN113971841A (zh) * 2021-10-28 2022-01-25 北京市商汤科技开发有限公司 一种活体检测方法、装置、计算机设备及存储介质
CN114550244A (zh) * 2022-02-11 2022-05-27 支付宝(杭州)信息技术有限公司 一种活体检测方法、装置及设备
CN114648814A (zh) * 2022-02-25 2022-06-21 北京百度网讯科技有限公司 人脸活体检测方法及模型的训练方法、装置、设备及介质
CN116363762A (zh) * 2022-12-23 2023-06-30 北京百度网讯科技有限公司 活体检测方法、深度学习模型的训练方法及装置

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7415137B2 (en) * 2002-12-13 2008-08-19 Canon Kabushiki Kaisha Image processing method, apparatus and storage medium
CN1306456C (zh) * 2002-12-13 2007-03-21 佳能株式会社 图像处理方法和装置
JP4812497B2 (ja) * 2006-03-31 2011-11-09 セコム株式会社 生体照合システム
JP5402026B2 (ja) * 2009-01-30 2014-01-29 株式会社ニコン 電子カメラおよび画像処理プログラム
JP6507046B2 (ja) * 2015-06-26 2019-04-24 株式会社東芝 立体物検知装置及び立体物認証装置
CN105389554B (zh) * 2015-11-06 2019-05-17 北京汉王智远科技有限公司 基于人脸识别的活体判别方法和设备
JP6993334B2 (ja) * 2015-11-29 2022-01-13 アーテリーズ インコーポレイテッド 自動化された心臓ボリュームセグメンテーション
EP3478176B1 (en) * 2016-06-30 2022-08-17 Koninklijke Philips N.V. Method and apparatus for face detection/recognition systems
KR102387571B1 (ko) * 2017-03-27 2022-04-18 삼성전자주식회사 라이브니스 검사 방법 및 장치
US10262236B2 (en) * 2017-05-02 2019-04-16 General Electric Company Neural network training image generation system
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
CN107220635A (zh) * 2017-06-21 2017-09-29 北京市威富安防科技有限公司 基于多造假方式的人脸活体检测方法
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
TWI632509B (zh) * 2017-12-29 2018-08-11 技嘉科技股份有限公司 人臉辨識裝置及方法、提升影像辨識率的方法、及電腦可讀儲存介質
CN108121977A (zh) * 2018-01-08 2018-06-05 深圳天珑无线科技有限公司 一种移动终端及其活体人脸识别方法和系统
CN108549854B (zh) * 2018-03-28 2019-04-30 中科博宏（北京）科技有限公司 一种人脸活体检测方法
CN108537193A (zh) * 2018-04-17 2018-09-14 厦门美图之家科技有限公司 一种人脸属性中的种族属性识别方法及移动终端
CN109035516A (zh) * 2018-07-25 2018-12-18 深圳市飞瑞斯科技有限公司 控制智能锁的方法、装置、设备及存储介质
CN109086718A (zh) * 2018-08-02 2018-12-25 深圳市华付信息技术有限公司 活体检测方法、装置、计算机设备及存储介质
US11657525B2 (en) * 2018-12-04 2023-05-23 Yoti Holding Limited Extracting information from images

Also Published As

Publication number Publication date
JP7165742B2 (ja) 2022-11-04
TW202038191A (zh) 2020-10-16
JP2021520530A (ja) 2021-08-19
TWI754887B (zh) 2022-02-11
WO2020199611A1 (zh) 2020-10-08
US20200380279A1 (en) 2020-12-03
CN111767760A (zh) 2020-10-13
KR20200118076A (ko) 2020-10-14

Similar Documents

Publication Publication Date Title
SG11202008103YA (en) Method and apparatus for liveness detection, electronic device, and storage medium
EP3955158A4 (en) METHOD AND DEVICE FOR DISPLAYING OBJECTS, ELECTRONIC DEVICE AND STORAGE MEDIA
SG11202007036XA (en) Method and apparatus for liveness detection, device, and storage medium
SG11202003818YA (en) Key point detection method and apparatus, electronic device, and storage medium
SG11202110565RA (en) Face recognition method and apparatus, electronic device, and storage medium
SG11202006328YA (en) Image clustering method and apparatus, electronic device, and storage medium
SG11202104181PA (en) Image processing method and apparatus, electronic device, and storage medium
SG11202005080VA (en) Method, apparatus and system for liveness detection, electronic device, and storage medium
SG11202102977SA (en) Image processing method and device, electronic apparatus, and storage medium
SG11202012590SA (en) Image processing method and apparatus, electronic device and storage medium
SG11202013139VA (en) Image processing method and device, electronic apparatus and storage medium
SG11202013156UA (en) Image processing method and apparatus, electronic device, and storage medium
SG11202008147VA (en) Image processing method and device, electronic apparatus and storage medium
SG11202012755TA (en) Target object detection method and apparatus, and electronic device and storage medium
SG11202006192YA (en) Face recognition method and apparatus, electronic device, and storage medium
SG11202106831QA (en) Method and apparatus for association detection for human face and human hand, electronic device, and storage medium
SG11202013254VA (en) Image processing method and device, electronic apparatus and storage medium
EP3872689A4 (en) LIVE CHARACTER DETECTION METHOD AND DEVICE, ELECTRONIC APPARATUS, STORAGE MEDIA AND RELATED SYSTEM USING THE LIVE CHARACTER DETECTION PROCESS
SG11202002741VA (en) Method and apparatus for anti-spoofing detection, electronic device, and storage medium
SG11202009794RA (en) Key point detection method and apparatus, electronic device and storage medium
SG11202008188QA (en) Image processing method and device, electronic apparatus and storage medium
SG11202106290TA (en) Image processing method and apparatus, electronic device, and storage medium
SG11202109209TA (en) Image processing method and apparatus, electronic device and storage medium
EP3993436C0 (en) DATA PROCESSING METHOD AND APPARATUS, COMPUTER-READABLE STORAGE MEDIUM, AND ELECTRONIC DEVICE
SG11202009691TA (en) Method and device for liveness detection, and storage medium