SG11202008103YA - Method and apparatus for liveness detection, electronic device, and storage medium - Google Patents
Method and apparatus for liveness detection, electronic device, and storage mediumInfo
- 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
Links
- 238000001514 detection method Methods 0.000 title 1
- 238000000034 method Methods 0.000 title 1
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
- 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
- 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
- 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
- G06V10/70—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
- G06V40/161—Detection; Localisation; Normalisation
-
- 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)
- General Health & Medical Sciences (AREA)
- Multimedia (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Data Mining & Analysis (AREA)
- Software Systems (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Life Sciences & Earth Sciences (AREA)
- Human Computer Interaction (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Biophysics (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Databases & Information Systems (AREA)
- Medical Informatics (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Computational Mathematics (AREA)
- Mathematical Analysis (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)
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 (zh) |
JP (1) | JP7165742B2 (zh) |
KR (1) | KR20200118076A (zh) |
CN (1) | CN111767760A (zh) |
SG (1) | SG11202008103YA (zh) |
TW (1) | TWI754887B (zh) |
WO (1) | WO2020199611A1 (zh) |
Families Citing this family (14)
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 |
CN113705428B (zh) * | 2021-08-26 | 2024-07-19 | 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 |
CN116363762B (zh) * | 2022-12-23 | 2024-09-03 | 南京羽丰视讯科技有限公司 | 活体检测方法、深度学习模型的训练方法及装置 |
Family Cites Families (23)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1306456C (zh) * | 2002-12-13 | 2007-03-21 | 佳能株式会社 | 图像处理方法和装置 |
US7415137B2 (en) * | 2002-12-13 | 2008-08-19 | Canon Kabushiki Kaisha | Image processing method, apparatus and storage medium |
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 |
CN108603922A (zh) * | 2015-11-29 | 2018-09-28 | 阿特瑞斯公司 | 自动心脏体积分割 |
JP6932150B2 (ja) * | 2016-06-30 | 2021-09-08 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | 顔検出/認識システム用の方法及び装置 |
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 |
CN113095124B (zh) * | 2017-06-07 | 2024-02-06 | 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 |
CN108229479B (zh) * | 2017-08-01 | 2019-12-31 | 北京市商汤科技开发有限公司 | 语义分割模型的训练方法和装置、电子设备、存储介质 |
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 |
CN108764330A (zh) * | 2018-05-25 | 2018-11-06 | 西安电子科技大学 | 基于超像素分割和卷积反卷积网络的sar图像分类方法 |
CN109191424B (zh) * | 2018-07-23 | 2022-04-22 | 哈尔滨工业大学(深圳) | 一种乳腺肿块检测与分类系统、计算机可读存储介质 |
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 |
-
2019
- 2019-04-01 CN CN201910257350.9A patent/CN111767760A/zh active Pending
- 2019-11-22 JP JP2020544595A patent/JP7165742B2/ja active Active
- 2019-11-22 SG SG11202008103YA patent/SG11202008103YA/en unknown
- 2019-11-22 WO PCT/CN2019/120404 patent/WO2020199611A1/zh active Application Filing
- 2019-11-22 KR KR1020207024614A patent/KR20200118076A/ko not_active IP Right Cessation
-
2020
- 2020-01-17 TW TW109101824A patent/TWI754887B/zh active
- 2020-08-20 US US16/998,279 patent/US20200380279A1/en not_active Abandoned
Also Published As
Publication number | Publication date |
---|---|
TW202038191A (zh) | 2020-10-16 |
KR20200118076A (ko) | 2020-10-14 |
CN111767760A (zh) | 2020-10-13 |
JP2021520530A (ja) | 2021-08-19 |
TWI754887B (zh) | 2022-02-11 |
WO2020199611A1 (zh) | 2020-10-08 |
US20200380279A1 (en) | 2020-12-03 |
JP7165742B2 (ja) | 2022-11-04 |
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