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

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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
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

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    • 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 (en) 2019-04-01 2019-04-01 Living body detection method and apparatus, electronic device, and storage medium
PCT/CN2019/120404 WO2020199611A1 (en) 2019-04-01 2019-11-22 Liveness detection method and apparatus, electronic device, and storage medium

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 (en)
JP (1) JP7165742B2 (en)
KR (1) KR20200118076A (en)
CN (1) CN111767760A (en)
SG (1) SG11202008103YA (en)
TW (1) TWI754887B (en)
WO (1) WO2020199611A1 (en)

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WO2019118089A1 (en) * 2017-12-11 2019-06-20 Analog Devices, Inc. Multi-modal far field user interfaces and vision-assisted audio processing
WO2020040734A1 (en) * 2018-08-21 2020-02-27 Siemens Aktiengesellschaft 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 (en) * 2020-04-17 2023-12-08 北京百度网讯科技有限公司 Method and apparatus for detecting living body
CN112102154B (en) * 2020-08-20 2024-04-26 北京百度网讯科技有限公司 Image processing method, device, electronic equipment and storage medium
CN112651311A (en) * 2020-12-15 2021-04-13 展讯通信(天津)有限公司 Face recognition method and related equipment
CN114913565B (en) 2021-01-28 2023-11-17 腾讯科技（深圳）有限公司 Face image detection method, model training method, device and storage medium
CN112883902B (en) * 2021-03-12 2023-01-24 百度在线网络技术（北京）有限公司 Video detection method and device, electronic equipment and storage medium
CN113705428A (en) * 2021-08-26 2021-11-26 北京市商汤科技开发有限公司 Living body detection method and apparatus, electronic device, and computer-readable storage medium
CN113869906A (en) * 2021-09-29 2021-12-31 北京市商汤科技开发有限公司 Face payment method and device and storage medium
CN113971841A (en) * 2021-10-28 2022-01-25 北京市商汤科技开发有限公司 Living body detection method and device, computer equipment and storage medium
CN114550244A (en) * 2022-02-11 2022-05-27 支付宝(杭州)信息技术有限公司 Living body detection method, device and equipment
CN114648814A (en) * 2022-02-25 2022-06-21 北京百度网讯科技有限公司 Face living body detection method, training method, device, equipment and medium of model
CN116363762A (en) * 2022-12-23 2023-06-30 北京百度网讯科技有限公司 Living body detection method, training method and device of deep learning model

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US7415137B2 (en) * 2002-12-13 2008-08-19 Canon Kabushiki Kaisha Image processing method, apparatus and storage medium
JP4812497B2 (en) 2006-03-31 2011-11-09 セコム株式会社 Biometric verification system
JP5402026B2 (en) 2009-01-30 2014-01-29 株式会社ニコン Electronic camera and image processing program
JP6507046B2 (en) 2015-06-26 2019-04-24 株式会社東芝 Three-dimensional object detection device and three-dimensional object authentication device
CN105389554B (en) * 2015-11-06 2019-05-17 北京汉王智远科技有限公司 Living body determination method and equipment based on recognition of face
WO2017091833A1 (en) 2015-11-29 2017-06-01 Arterys Inc. Automated cardiac volume segmentation
WO2018002275A1 (en) * 2016-06-30 2018-01-04 Koninklijke Philips N.V. Method and apparatus for face detection/recognition systems
KR102387571B1 (en) * 2017-03-27 2022-04-18 삼성전자주식회사 Liveness test method and apparatus for
US10262236B2 (en) * 2017-05-02 2019-04-16 General Electric Company Neural network training image generation system
CN113095124B (en) * 2017-06-07 2024-02-06 创新先进技术有限公司 Face living body detection method and device and electronic equipment
CN107220635A (en) 2017-06-21 2017-09-29 北京市威富安防科技有限公司 Human face in-vivo detection method based on many fraud modes
CN108280418A (en) * 2017-12-12 2018-07-13 北京深醒科技有限公司 The deception recognition methods of face image and device
TWI632509B (en) * 2017-12-29 2018-08-11 技嘉科技股份有限公司 Face recognition apparatus and method thereof, method for increasing image recognition accuracy, and computer-readable storage medium
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Also Published As

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

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