SG11202007036XA - Method and apparatus for liveness detection, device, and storage medium - Google Patents
Method and apparatus for liveness detection, device, and storage mediumInfo
- 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
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
- G06V40/172—Classification, e.g. identification
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
-
- 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
- G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/25—Fusion techniques
- G06F18/253—Fusion techniques of extracted features
-
- 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
- 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
- G06N3/047—Probabilistic or stochastic networks
-
- 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
- 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
- G06V10/806—Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of extracted features
-
- 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
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
-
- 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
-
- 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
- G06V40/40—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)
- 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)
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) |
Families Citing this family (17)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
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)
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 |
-
2019
- 2019-03-29 CN CN201910250962.5A patent/CN111753595A/en active Pending
- 2019-10-31 SG SG11202007036XA patent/SG11202007036XA/en unknown
- 2019-10-31 JP JP2020540717A patent/JP7013077B2/en active Active
- 2019-10-31 WO PCT/CN2019/114893 patent/WO2020199577A1/en active Application Filing
-
2020
- 2020-02-07 TW TW109103875A patent/TW202036463A/en unknown
- 2020-07-20 US US16/933,290 patent/US20200364478A1/en not_active Abandoned
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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