CN102844766B - 基于人眼图像的多特征融合身份识别方法 - Google Patents
基于人眼图像的多特征融合身份识别方法 Download PDFInfo
- Publication number
- CN102844766B CN102844766B CN201180005239.2A CN201180005239A CN102844766B CN 102844766 B CN102844766 B CN 102844766B CN 201180005239 A CN201180005239 A CN 201180005239A CN 102844766 B CN102844766 B CN 102844766B
- Authority
- CN
- China
- Prior art keywords
- iris
- image
- eye
- normalization
- feature
- Prior art date
- Legal status (The legal status 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 status listed.)
- Active
Links
- 238000000034 method Methods 0.000 title claims abstract description 61
- 230000004927 fusion Effects 0.000 title claims abstract description 29
- 210000001508 eye Anatomy 0.000 title abstract description 125
- 238000010606 normalization Methods 0.000 claims description 79
- 239000013598 vector Substances 0.000 claims description 37
- 210000000554 iris Anatomy 0.000 claims description 28
- 238000000605 extraction Methods 0.000 claims description 15
- 210000000720 eyelash Anatomy 0.000 claims description 13
- 210000000744 eyelid Anatomy 0.000 claims description 12
- 230000008878 coupling Effects 0.000 claims description 9
- 238000010168 coupling process Methods 0.000 claims description 9
- 238000005859 coupling reaction Methods 0.000 claims description 9
- 210000001747 pupil Anatomy 0.000 claims description 7
- 238000012163 sequencing technique Methods 0.000 claims description 6
- 230000003044 adaptive effect Effects 0.000 claims description 5
- 238000013461 design Methods 0.000 claims description 5
- 210000003786 sclera Anatomy 0.000 claims description 5
- 238000006243 chemical reaction Methods 0.000 claims description 4
- 230000004044 response Effects 0.000 claims description 4
- 230000008859 change Effects 0.000 claims description 3
- 238000005259 measurement Methods 0.000 claims description 3
- 239000000203 mixture Substances 0.000 claims description 3
- 238000007781 pre-processing Methods 0.000 claims description 2
- 239000003086 colorant Substances 0.000 claims 1
- 238000005192 partition Methods 0.000 claims 1
- 239000000284 extract Substances 0.000 description 11
- 238000005516 engineering process Methods 0.000 description 8
- 230000008569 process Effects 0.000 description 8
- 230000010354 integration Effects 0.000 description 6
- 238000012544 monitoring process Methods 0.000 description 6
- 238000005070 sampling Methods 0.000 description 3
- 238000004458 analytical method Methods 0.000 description 2
- 230000005540 biological transmission Effects 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 238000011161 development Methods 0.000 description 2
- 230000018109 developmental process Effects 0.000 description 2
- 238000001914 filtration Methods 0.000 description 2
- 230000006870 function Effects 0.000 description 2
- 230000005021 gait Effects 0.000 description 2
- 210000004907 gland Anatomy 0.000 description 2
- 238000005457 optimization Methods 0.000 description 2
- 238000012545 processing Methods 0.000 description 2
- 230000011218 segmentation Effects 0.000 description 2
- 210000003491 skin Anatomy 0.000 description 2
- 238000012549 training Methods 0.000 description 2
- 238000013459 approach Methods 0.000 description 1
- 230000003542 behavioural effect Effects 0.000 description 1
- 230000000903 blocking effect Effects 0.000 description 1
- 238000004364 calculation method Methods 0.000 description 1
- 230000000295 complement effect Effects 0.000 description 1
- 238000007796 conventional method Methods 0.000 description 1
- 238000001514 detection method Methods 0.000 description 1
- 208000030533 eye disease Diseases 0.000 description 1
- 210000004709 eyebrow Anatomy 0.000 description 1
- 210000003128 head Anatomy 0.000 description 1
- 238000003384 imaging method Methods 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 238000003064 k means clustering Methods 0.000 description 1
- 230000004807 localization Effects 0.000 description 1
- 230000013011 mating Effects 0.000 description 1
- 210000003205 muscle Anatomy 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 210000000056 organ Anatomy 0.000 description 1
- 238000003909 pattern recognition Methods 0.000 description 1
- 230000008447 perception Effects 0.000 description 1
- 230000035479 physiological effects, processes and functions Effects 0.000 description 1
- 230000000153 supplemental effect Effects 0.000 description 1
Classifications
-
- 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
- G06V40/171—Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships
-
- 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
- G06V40/18—Eye characteristics, e.g. of the iris
-
- 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
- G06V40/70—Multimodal biometrics, e.g. combining information from different biometric modalities
Landscapes
- Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Human Computer Interaction (AREA)
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Multimedia (AREA)
- Theoretical Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Ophthalmology & Optometry (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Image Analysis (AREA)
- Collating Specific Patterns (AREA)
Abstract
Description
Claims (20)
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PCT/CN2011/073072 WO2012142756A1 (zh) | 2011-04-20 | 2011-04-20 | 基于人眼图像的多特征融合身份识别方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN102844766A CN102844766A (zh) | 2012-12-26 |
CN102844766B true CN102844766B (zh) | 2014-12-24 |
Family
ID=47041032
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201180005239.2A Active CN102844766B (zh) | 2011-04-20 | 2011-04-20 | 基于人眼图像的多特征融合身份识别方法 |
Country Status (3)
Country | Link |
---|---|
US (1) | US9064145B2 (zh) |
CN (1) | CN102844766B (zh) |
WO (1) | WO2012142756A1 (zh) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105447450A (zh) * | 2015-11-12 | 2016-03-30 | 北京天诚盛业科技有限公司 | 虹膜识别中判断左右虹膜的方法和装置 |
Families Citing this family (56)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US9313200B2 (en) * | 2013-05-13 | 2016-04-12 | Hoyos Labs Ip, Ltd. | System and method for determining liveness |
US9542626B2 (en) | 2013-09-06 | 2017-01-10 | Toyota Jidosha Kabushiki Kaisha | Augmenting layer-based object detection with deep convolutional neural networks |
US9466009B2 (en) | 2013-12-09 | 2016-10-11 | Nant Holdings Ip. Llc | Feature density object classification, systems and methods |
CN104680128B (zh) * | 2014-12-31 | 2022-10-25 | 北京释码大华科技有限公司 | 一种基于四维分析的生物特征识别方法和*** |
CN104573660A (zh) * | 2015-01-13 | 2015-04-29 | 青岛大学 | 一种利用sift点描述子精确定位人眼的方法 |
US20180121639A1 (en) * | 2015-04-08 | 2018-05-03 | Wavefront Biometric Technologies Pty Limited | Multi-biometric authentication |
CN104850225B (zh) * | 2015-04-28 | 2017-10-24 | 浙江大学 | 一种基于多层次融合的活动识别方法 |
WO2016183020A1 (en) | 2015-05-11 | 2016-11-17 | Magic Leap, Inc. | Devices, methods and systems for biometric user recognition utilizing neural networks |
US20160366317A1 (en) * | 2015-06-12 | 2016-12-15 | Delta ID Inc. | Apparatuses and methods for image based biometric recognition |
CN104933344B (zh) * | 2015-07-06 | 2019-01-04 | 北京中科虹霸科技有限公司 | 基于多生物特征模态的移动终端用户身份认证装置及方法 |
US10311286B2 (en) * | 2015-09-11 | 2019-06-04 | EyeVerify Inc. | Fusing ocular-vascular with facial and/or sub-facial information for biometric systems |
CN105224918B (zh) * | 2015-09-11 | 2019-06-11 | 深圳大学 | 基于双线性联合稀疏判别分析的步态识别方法 |
CN105069448A (zh) * | 2015-09-29 | 2015-11-18 | 厦门中控生物识别信息技术有限公司 | 一种真假人脸识别方法及装置 |
CN115345278A (zh) | 2016-03-11 | 2022-11-15 | 奇跃公司 | 卷积神经网络的结构学习 |
CN105844278B (zh) * | 2016-04-15 | 2019-01-25 | 浙江理工大学 | 一种多特征融合的织物扫描图案识别方法 |
CN106096621B (zh) * | 2016-06-02 | 2019-05-21 | 西安科技大学 | 基于矢量约束的着降位置检测用随机特征点选取方法 |
US10181073B2 (en) | 2016-06-29 | 2019-01-15 | Intel Corporation | Technologies for efficient identity recognition based on skin features |
CN106203297B (zh) * | 2016-06-30 | 2019-11-08 | 北京七鑫易维信息技术有限公司 | 一种身份识别方法及装置 |
CN107870923B (zh) * | 2016-09-26 | 2020-05-12 | 北京眼神科技有限公司 | 图像检索方法和装置 |
CN106355164A (zh) * | 2016-09-30 | 2017-01-25 | 桂林师范高等专科学校 | 一种虹膜识别*** |
US11205103B2 (en) | 2016-12-09 | 2021-12-21 | The Research Foundation for the State University | Semisupervised autoencoder for sentiment analysis |
KR102458241B1 (ko) | 2016-12-13 | 2022-10-24 | 삼성전자주식회사 | 사용자 인식 장치 및 방법 |
US10534964B2 (en) * | 2017-01-30 | 2020-01-14 | Blackberry Limited | Persistent feature descriptors for video |
KR102369412B1 (ko) * | 2017-02-02 | 2022-03-03 | 삼성전자주식회사 | 홍채 인식 장치 및 방법 |
CN107092873A (zh) * | 2017-04-08 | 2017-08-25 | 闲客智能(深圳)科技有限公司 | 一种眼动方向识别方法及装置 |
CN107292285B (zh) * | 2017-07-14 | 2020-01-14 | Oppo广东移动通信有限公司 | 虹膜活体检测方法及相关产品 |
RU2670798C9 (ru) * | 2017-11-24 | 2018-11-26 | Самсунг Электроникс Ко., Лтд. | Способ аутентификации пользователя по радужной оболочке глаз и соответствующее устройство |
CN108009503A (zh) * | 2017-12-04 | 2018-05-08 | 北京中科虹霸科技有限公司 | 基于眼周区域的身份识别方法 |
CN107862305A (zh) * | 2017-12-04 | 2018-03-30 | 北京中科虹霸科技有限公司 | 基于虹膜图像分类的虹膜身份识别比对加速方法 |
CN108537111A (zh) | 2018-02-26 | 2018-09-14 | 阿里巴巴集团控股有限公司 | 一种活体检测的方法、装置及设备 |
US10553053B2 (en) * | 2018-06-05 | 2020-02-04 | Jeff Chen | Biometric fusion electronic lock system |
KR102637250B1 (ko) | 2018-11-06 | 2024-02-16 | 프린스톤 아이덴티티, 인크. | 생체 측정 정확도 및/또는 효율성 강화 시스템 및 방법 |
CN109508695A (zh) * | 2018-12-13 | 2019-03-22 | 北京中科虹霸科技有限公司 | 眼部多模态生物特征识别方法 |
CN111460880B (zh) * | 2019-02-28 | 2024-03-05 | 杭州芯影科技有限公司 | 多模生物特征融合方法和*** |
US11386636B2 (en) | 2019-04-04 | 2022-07-12 | Datalogic Usa, Inc. | Image preprocessing for optical character recognition |
WO2020210737A1 (en) * | 2019-04-10 | 2020-10-15 | Palmer Francis R | Method and apparatus for facial verification |
CN113874883A (zh) | 2019-05-21 | 2021-12-31 | 奇跃公司 | 手部姿势估计 |
CN110348387B (zh) * | 2019-07-12 | 2023-06-27 | 腾讯科技(深圳)有限公司 | 一种图像数据处理方法、装置以及计算机可读存储介质 |
CN110363136A (zh) * | 2019-07-12 | 2019-10-22 | 北京字节跳动网络技术有限公司 | 用于识别眼睛设定特征的方法、装置、电子设备、及介质 |
CN110688951B (zh) * | 2019-09-26 | 2022-05-31 | 上海商汤智能科技有限公司 | 图像处理方法及装置、电子设备和存储介质 |
CN110751069A (zh) * | 2019-10-10 | 2020-02-04 | 武汉普利商用机器有限公司 | 一种人脸活体检测方法及装置 |
CN113822308B (zh) * | 2020-06-20 | 2024-04-05 | 北京眼神智能科技有限公司 | 多模态生物识别的比对分数融合方法、装置、介质及设备 |
CN111767421A (zh) * | 2020-06-30 | 2020-10-13 | 北京字节跳动网络技术有限公司 | 用于检索图像方法、装置、电子设备和计算机可读介质 |
CN111985925A (zh) * | 2020-07-01 | 2020-11-24 | 江西拓世智能科技有限公司 | 基于虹膜识别和人脸识别的多模态生物识别支付的方法 |
CN112580530A (zh) * | 2020-12-22 | 2021-03-30 | 泉州装备制造研究所 | 一种基于眼底图像的身份识别方法 |
CN112667840B (zh) * | 2020-12-22 | 2024-05-28 | ***股份有限公司 | 特征样本库构建方法、通行识别方法、装置及存储介质 |
CN113177914B (zh) * | 2021-04-15 | 2023-02-17 | 青岛理工大学 | 基于语义特征聚类的机器人焊接方法及*** |
CN113591747B (zh) * | 2021-08-06 | 2024-02-23 | 合肥工业大学 | 一种基于深度学习的多场景虹膜识别方法 |
CN113673448B (zh) * | 2021-08-24 | 2024-06-28 | 厦门立林科技有限公司 | 一种云和端集成的人脸图像质量动态检测方法及*** |
CN114913638B (zh) * | 2022-04-08 | 2024-03-01 | 湖北安源建设集团有限公司 | 一种基于互联网的消防门禁管理方法及*** |
CN115083006A (zh) * | 2022-08-11 | 2022-09-20 | 北京万里红科技有限公司 | 虹膜识别模型训练方法、虹膜识别方法及装置 |
CN115514564B (zh) * | 2022-09-22 | 2023-06-16 | 成都坐联智城科技有限公司 | 基于数据共享的数据安全处理方法及*** |
US11762969B1 (en) * | 2023-01-12 | 2023-09-19 | King Saud University | Systems and methods for facilitating biometric recognition |
CN116343313B (zh) * | 2023-05-30 | 2023-08-11 | 乐山师范学院 | 一种基于眼部特征的人脸识别方法 |
CN117115900B (zh) * | 2023-10-23 | 2024-02-02 | 腾讯科技(深圳)有限公司 | 一种图像分割方法、装置、设备及存储介质 |
CN117687313B (zh) * | 2023-12-29 | 2024-07-12 | 广东福临门世家智能家居有限公司 | 基于智能门锁的智能家居设备控制方法及*** |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1932840A (zh) * | 2005-09-16 | 2007-03-21 | 中国科学技术大学 | 基于虹膜和人脸的多模态生物特征身份识别*** |
Family Cites Families (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2002101322A (ja) * | 2000-07-10 | 2002-04-05 | Matsushita Electric Ind Co Ltd | 虹彩カメラモジュール |
WO2003003169A2 (en) * | 2001-06-28 | 2003-01-09 | Cloakware Corporation | Secure method and system for biometric verification |
US7278028B1 (en) * | 2003-11-05 | 2007-10-02 | Evercom Systems, Inc. | Systems and methods for cross-hatching biometrics with other identifying data |
US8219438B1 (en) * | 2008-06-30 | 2012-07-10 | Videomining Corporation | Method and system for measuring shopper response to products based on behavior and facial expression |
US7742623B1 (en) * | 2008-08-04 | 2010-06-22 | Videomining Corporation | Method and system for estimating gaze target, gaze sequence, and gaze map from video |
US8374404B2 (en) * | 2009-02-13 | 2013-02-12 | Raytheon Company | Iris recognition using hyper-spectral signatures |
US8125546B2 (en) * | 2009-06-05 | 2012-02-28 | Omnivision Technologies, Inc. | Color filter array pattern having four-channels |
KR100999056B1 (ko) * | 2009-10-30 | 2010-12-08 | (주)올라웍스 | 이미지 컨텐츠에 대해 트리밍을 수행하기 위한 방법, 단말기 및 컴퓨터 판독 가능한 기록 매체 |
US8274592B2 (en) * | 2009-12-22 | 2012-09-25 | Eastman Kodak Company | Variable rate browsing of an image collection |
US8295631B2 (en) * | 2010-01-29 | 2012-10-23 | Eastman Kodak Company | Iteratively denoising color filter array images |
US8885882B1 (en) * | 2011-07-14 | 2014-11-11 | The Research Foundation For The State University Of New York | Real time eye tracking for human computer interaction |
-
2011
- 2011-04-20 US US13/519,728 patent/US9064145B2/en active Active
- 2011-04-20 CN CN201180005239.2A patent/CN102844766B/zh active Active
- 2011-04-20 WO PCT/CN2011/073072 patent/WO2012142756A1/zh active Application Filing
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1932840A (zh) * | 2005-09-16 | 2007-03-21 | 中国科学技术大学 | 基于虹膜和人脸的多模态生物特征身份识别*** |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105447450A (zh) * | 2015-11-12 | 2016-03-30 | 北京天诚盛业科技有限公司 | 虹膜识别中判断左右虹膜的方法和装置 |
CN105447450B (zh) * | 2015-11-12 | 2019-01-25 | 北京眼神智能科技有限公司 | 虹膜识别中判断左右虹膜的方法和装置 |
Also Published As
Publication number | Publication date |
---|---|
WO2012142756A1 (zh) | 2012-10-26 |
US9064145B2 (en) | 2015-06-23 |
US20140037152A1 (en) | 2014-02-06 |
CN102844766A (zh) | 2012-12-26 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN102844766B (zh) | 基于人眼图像的多特征融合身份识别方法 | |
KR20050025927A (ko) | 홍채인식을 위한 동공 검출 방법 및 형상기술자 추출방법과 그를 이용한 홍채 특징 추출 장치 및 그 방법과홍채인식 시스템 및 그 방법 | |
CN109376604B (zh) | 一种基于人体姿态的年龄识别方法和装置 | |
Chirchi et al. | Iris biometric recognition for person identification in security systems | |
CN103632132A (zh) | 一种基于肤色分割和模板匹配的人脸检测与识别方法 | |
Zhang et al. | Graph fusion for finger multimodal biometrics | |
CN110287813A (zh) | 身份识别方法及*** | |
Nithya et al. | Iris recognition techniques: a literature survey | |
Harakannanavar et al. | An extensive study of issues, challenges and achievements in iris recognition | |
Alkoot et al. | A review on advances in iris recognition methods | |
Cintas et al. | Automatic ear detection and segmentation over partially occluded profile face images | |
Sarode et al. | Review of iris recognition: an evolving biometrics identification technology | |
Tallapragada et al. | Iris recognition based on combined feature of GLCM and wavelet transform | |
Ozkaya et al. | Discriminative common vector based finger knuckle recognition | |
Shaban et al. | A Novel Fusion System Based on Iris and Ear Biometrics for E-exams. | |
CN102436591B (zh) | 伪造虹膜图像的判别方法 | |
Mohammed et al. | Conceptual analysis of Iris Recognition Systems | |
Attallah et al. | Application of BSIF, Log-Gabor and mRMR transforms for iris and palmprint based Bi-modal identification system | |
Mattar | Principal components analysis based iris recognition and identification system | |
Sallehuddin et al. | A survey of iris recognition system | |
Aljarallah et al. | Masked Face Recognition via a Combined SIFT and DLBP Features Trained in CNN Model | |
Viriri et al. | Improving iris-based personal identification using maximum rectangular region detection | |
Chirchi et al. | Modified circular fuzzy segmentor and local circular encoder to iris segmentation and recognition | |
Garud et al. | Fingerprint and Palmprint Recognition using neighborhood operation and FAST features | |
Sayeed et al. | Iris recognition using segmental Euclidean Distances |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
C14 | Grant of patent or utility model | ||
GR01 | Patent grant | ||
TR01 | Transfer of patent right | ||
TR01 | Transfer of patent right |
Effective date of registration: 20181115 Address after: Unit 1005, Block MSD-G1, Teda, 57 Second Avenue, Tianjin Economic and Technological Development Zone, 300457 Patentee after: TIANJIN ZHONGKE HONGXING TECHNOLOGY CO.,LTD. Address before: 100190 Zhongguancun East Road, Haidian District, Haidian District, Beijing Patentee before: Institute of Automation, Chinese Academy of Sciences |
|
PE01 | Entry into force of the registration of the contract for pledge of patent right | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: A multi feature fusion identity recognition method based on human eye images Granted publication date: 20141224 Pledgee: Bohai Bank Co.,Ltd. Tianjin Branch Pledgor: TIANJIN ZHONGKE HONGXING TECHNOLOGY CO.,LTD. Registration number: Y2024120000040 |