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SG11202007036XA - Method and apparatus for liveness detection, device, and storage medium - Google Patents

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

Info

Publication number
SG11202007036XA
SG11202007036XA SG11202007036XA SG11202007036XA SG11202007036XA SG 11202007036X A SG11202007036X A SG 11202007036XA SG 11202007036X A SG11202007036X A SG 11202007036XA SG 11202007036X A SG11202007036X A SG 11202007036XA SG 11202007036X A SG11202007036X A SG 11202007036XA
Authority
SG
Singapore
Prior art keywords
storage medium
liveness detection
liveness
detection
medium
Prior art date
Application number
SG11202007036XA
Inventor
Rui Zhang
Mingchao Xu
Liwei Wu
Cheng Li
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 SG11202007036XA publication Critical patent/SG11202007036XA/en

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/172Classification, e.g. identification
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/25Fusion techniques
    • G06F18/253Fusion techniques of extracted features
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/047Probabilistic or stochastic networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77Processing 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
    • G06V10/80Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/806Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of extracted features
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/10Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
    • G06V40/16Human faces, e.g. facial parts, sketches or expressions
    • G06V40/168Feature extraction; Face representation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V40/00Recognition of biometric, human-related or animal-related patterns in image or video data
    • G06V40/40Spoof detection, e.g. liveness detection
    • G06V40/45Detection of the body part being alive

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Human Computer Interaction (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Probability & Statistics with Applications (AREA)
  • Image Analysis (AREA)
SG11202007036XA 2019-03-29 2019-10-31 Method and apparatus for liveness detection, device, and storage medium SG11202007036XA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201910250962.5A CN111753595A (en) 2019-03-29 2019-03-29 Living body detection method and apparatus, device, and storage medium
PCT/CN2019/114893 WO2020199577A1 (en) 2019-03-29 2019-10-31 Method and device for living body detection, equipment, and storage medium

Publications (1)

Publication Number Publication Date
SG11202007036XA true SG11202007036XA (en) 2020-11-27

Family

ID=72664887

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202007036XA SG11202007036XA (en) 2019-03-29 2019-10-31 Method and apparatus for liveness detection, device, and storage medium

Country Status (6)

Country Link
US (1) US20200364478A1 (en)
JP (1) JP7013077B2 (en)
CN (1) CN111753595A (en)
SG (1) SG11202007036XA (en)
TW (1) TW202036463A (en)
WO (1) WO2020199577A1 (en)

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CN111666960B (en) * 2019-03-06 2024-01-19 南京地平线机器人技术有限公司 Image recognition method, device, electronic equipment and readable storage medium
US10922788B1 (en) * 2020-04-30 2021-02-16 StradVision, Inc. Method for performing continual learning on classifier in client capable of classifying images by using continual learning server and continual learning server using the same
CN112149631A (en) * 2020-10-20 2020-12-29 北京嘀嘀无限科技发展有限公司 Image processing method, apparatus, device and medium
CN112597885A (en) * 2020-12-22 2021-04-02 北京华捷艾米科技有限公司 Face living body detection method and device, electronic equipment and computer storage medium
CN112668453B (en) * 2020-12-24 2023-11-14 平安科技(深圳)有限公司 Video identification method and related equipment
CN112861950A (en) * 2021-01-29 2021-05-28 深圳前海微众银行股份有限公司 Method and device for identifying copied image, electronic equipment and storage medium
CN112927211B (en) * 2021-03-09 2023-08-25 电子科技大学 Universal attack countermeasure method based on depth three-dimensional detector, storage medium and terminal
CN113312965B (en) * 2021-04-14 2023-04-28 重庆邮电大学 Face unknown spoofing attack living body detection method and system
CN113421317B (en) * 2021-06-10 2023-04-18 浙江大华技术股份有限公司 Method and system for generating image and electronic equipment
CN113657327B (en) * 2021-08-24 2024-03-08 平安科技(深圳)有限公司 Non-living body attack discrimination method, device, equipment and medium suitable for image
CN113705425B (en) * 2021-08-25 2022-08-16 北京百度网讯科技有限公司 Training method of living body detection model, and method, device and equipment for living body detection
KR102375593B1 (en) * 2021-08-26 2022-03-17 전북대학교산학협력단 Apparatus and method for authenticating user based on a palm composite image
CN114463859B (en) * 2021-11-03 2023-08-11 马上消费金融股份有限公司 Method and device for generating challenge sample for living body detection, electronic device and storage medium
CN114120454A (en) * 2021-11-29 2022-03-01 北京百度网讯科技有限公司 Training method and device of living body detection model, electronic equipment and storage medium
CN114596615B (en) * 2022-03-04 2023-05-05 湖南中科助英智能科技研究院有限公司 Face living body detection method, device, equipment and medium based on countermeasure learning
CN114663986B (en) * 2022-03-31 2023-06-20 华南理工大学 Living body detection method and system based on double decoupling generation and semi-supervised learning
CN117523323B (en) * 2024-01-03 2024-05-14 支付宝(杭州)信息技术有限公司 Detection method and device for generated image

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN106846303A (en) 2016-12-30 2017-06-13 平安科技(深圳)有限公司 Distorted image detection method and device
JP7013651B2 (en) 2017-02-06 2022-02-01 株式会社リコー Server device, discrimination program and discrimination system
CN107423700B (en) * 2017-07-17 2020-10-20 广州广电卓识智能科技有限公司 Method and device for verifying testimony of a witness
CN111279278B (en) 2017-09-01 2023-07-28 欧姆龙株式会社 Manufacturing support system and computer-implemented method for supporting manufacturing
CN108229375B (en) * 2017-12-29 2022-02-08 百度在线网络技术(北京)有限公司 Method and device for detecting face image
CN108171211A (en) * 2018-01-19 2018-06-15 百度在线网络技术(北京)有限公司 Biopsy method and device
CN108537152B (en) * 2018-03-27 2022-01-25 百度在线网络技术(北京)有限公司 Method and apparatus for detecting living body
CN108416324B (en) * 2018-03-27 2022-02-25 百度在线网络技术(北京)有限公司 Method and apparatus for detecting living body
CN109255322B (en) * 2018-09-03 2019-11-19 北京诚志重科海图科技有限公司 A kind of human face in-vivo detection method and device
EP3637302A1 (en) * 2018-10-10 2020-04-15 Onfido Ltd Image set alignment

Also Published As

Publication number Publication date
TW202036463A (en) 2020-10-01
US20200364478A1 (en) 2020-11-19
JP7013077B2 (en) 2022-01-31
WO2020199577A1 (en) 2020-10-08
CN111753595A (en) 2020-10-09
JP2021519962A (en) 2021-08-12

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