CN103679160B - 一种人脸识别方法和装置 - Google Patents
一种人脸识别方法和装置 Download PDFInfo
- Publication number
- CN103679160B CN103679160B CN201410003078.9A CN201410003078A CN103679160B CN 103679160 B CN103679160 B CN 103679160B CN 201410003078 A CN201410003078 A CN 201410003078A CN 103679160 B CN103679160 B CN 103679160B
- Authority
- CN
- China
- Prior art keywords
- sample
- training
- group
- training sample
- difference
- 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 68
- 238000012549 training Methods 0.000 claims abstract description 318
- 238000012360 testing method Methods 0.000 claims abstract description 110
- 238000012706 support-vector machine Methods 0.000 claims abstract description 87
- 230000001815 facial effect Effects 0.000 claims description 30
- 230000008569 process Effects 0.000 claims description 19
- 230000002776 aggregation Effects 0.000 claims description 5
- 238000004220 aggregation Methods 0.000 claims description 5
- 238000010276 construction Methods 0.000 claims description 5
- 235000013399 edible fruits Nutrition 0.000 claims description 4
- 230000006870 function Effects 0.000 description 28
- 238000005516 engineering process Methods 0.000 description 5
- 230000004069 differentiation Effects 0.000 description 4
- 239000000203 mixture Substances 0.000 description 4
- 206010008190 Cerebrovascular accident Diseases 0.000 description 2
- 208000006011 Stroke Diseases 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- 238000002474 experimental method Methods 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 230000008689 nuclear function Effects 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 238000012163 sequencing technique Methods 0.000 description 2
- 238000006243 chemical reaction Methods 0.000 description 1
- 238000003909 pattern recognition Methods 0.000 description 1
- 238000000513 principal component analysis Methods 0.000 description 1
- 230000009467 reduction Effects 0.000 description 1
Landscapes
- Image Analysis (AREA)
- Image Processing (AREA)
Abstract
Description
Claims (10)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201410003078.9A CN103679160B (zh) | 2014-01-03 | 2014-01-03 | 一种人脸识别方法和装置 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201410003078.9A CN103679160B (zh) | 2014-01-03 | 2014-01-03 | 一种人脸识别方法和装置 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN103679160A CN103679160A (zh) | 2014-03-26 |
CN103679160B true CN103679160B (zh) | 2017-03-22 |
Family
ID=50316650
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201410003078.9A Active CN103679160B (zh) | 2014-01-03 | 2014-01-03 | 一种人脸识别方法和装置 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN103679160B (zh) |
Families Citing this family (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103927530B (zh) * | 2014-05-05 | 2017-06-16 | 苏州大学 | 一种最终分类器的获得方法及应用方法、系统 |
CN103927529B (zh) * | 2014-05-05 | 2017-06-16 | 苏州大学 | 一种最终分类器的获得方法及应用方法、系统 |
CN105404876A (zh) * | 2015-12-03 | 2016-03-16 | 无锡市滨湖区河埒街道水秀社区工作站 | 一种一类样本的人脸识别方法 |
CN106980900A (zh) | 2016-01-18 | 2017-07-25 | 阿里巴巴集团控股有限公司 | 一种特征数据处理方法及设备 |
CN108229693B (zh) * | 2018-02-08 | 2020-04-07 | 徐传运 | 一种基于对比学习的机器学习识别装置及方法 |
CN108345943B (zh) * | 2018-02-08 | 2020-04-07 | 重庆理工大学 | 一种基于嵌入编码与对比学习的机器学习识别方法 |
CN108345942B (zh) * | 2018-02-08 | 2020-04-07 | 重庆理工大学 | 一种基于嵌入编码学习的机器学习识别方法 |
CN108229588B (zh) * | 2018-02-08 | 2020-04-07 | 重庆师范大学 | 一种基于深度学习的机器学习识别方法 |
CN108846340B (zh) * | 2018-06-05 | 2023-07-25 | 腾讯科技(深圳)有限公司 | 人脸识别方法、装置及分类模型训练方法、装置、存储介质和计算机设备 |
CN109840588B (zh) * | 2019-01-04 | 2023-09-08 | 平安科技(深圳)有限公司 | 神经网络模型训练方法、装置、计算机设备及存储介质 |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102663370A (zh) * | 2012-04-23 | 2012-09-12 | 苏州大学 | 一种人脸识别的方法及系统 |
CN103279746A (zh) * | 2013-05-30 | 2013-09-04 | 苏州大学 | 一种基于支持向量机的人脸识别方法及系统 |
-
2014
- 2014-01-03 CN CN201410003078.9A patent/CN103679160B/zh active Active
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102663370A (zh) * | 2012-04-23 | 2012-09-12 | 苏州大学 | 一种人脸识别的方法及系统 |
CN103279746A (zh) * | 2013-05-30 | 2013-09-04 | 苏州大学 | 一种基于支持向量机的人脸识别方法及系统 |
Non-Patent Citations (4)
Title |
---|
Low resolution face recognition based on support vector data description;Sang-Woong Lee et al.;《Pattern Recognition》;20061231;第39卷;摘要,第2.2节 * |
Support Vector Machines Applied to Face Recognition;P. Jonathon Phillips;《http://papers.inps.cc/paper/1609-support-vector-machines-applied-face-recognition.pdf》;19981231;第803-809页 * |
SVDD-based method for Face Recognition System;Woo–Sung Kang et al.;《SCIS&ISIS》;20060924;第1302-1306页 * |
基于支持向量的单类分类方法综述;吴定海 等;《计算机工程》;20110331;第37卷(第5期);第187-189页数 * |
Also Published As
Publication number | Publication date |
---|---|
CN103679160A (zh) | 2014-03-26 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN103679160B (zh) | 一种人脸识别方法和装置 | |
CN108960319B (zh) | 一种面向全局的机器阅读理解建模中的候选答案筛选方法 | |
CN104239858B (zh) | 一种人脸特征验证的方法和装置 | |
CN109800811A (zh) | 一种基于深度学习的小样本图像识别方法 | |
CN102663370B (zh) | 一种人脸识别的方法及系统 | |
CN109919252B (zh) | 利用少数标注图像生成分类器的方法 | |
CN112926405A (zh) | 一种安全帽佩戴检测方法、系统、设备及存储介质 | |
CN108846422A (zh) | 跨社交网络的账号关联方法及系统 | |
CN105303179A (zh) | 指纹识别方法、装置 | |
CN106845525A (zh) | 一种基于底层融合特征的深度置信网络图像分类协议 | |
CN106570109A (zh) | 一种通过文本分析自动生成题库知识点的方法 | |
Erbilek et al. | Framework for managing ageing effects in signature biometrics | |
CN107341363A (zh) | 一种蛋白质抗原表位的预测方法 | |
Zhong et al. | A comparative study of image classification algorithms for Foraminifera identification | |
CN108416369A (zh) | 基于Stacking和翻转随机降采样分类方法、系统、介质及设备 | |
CN107798351A (zh) | 一种基于深度学习神经网络的身份识别方法和系统 | |
CN109189892A (zh) | 一种基于文章评论的推荐方法及装置 | |
CN109816030A (zh) | 一种基于受限玻尔兹曼机的图像分类方法及装置 | |
CN110969260A (zh) | 不平衡数据过采样方法、装置及存储介质 | |
CN113220915B (zh) | 一种基于残差注意力的遥感图像检索方法及装置 | |
CN110197213A (zh) | 基于神经网络的图像匹配方法、装置和设备 | |
CN112115829B (zh) | 一种基于分类器选择性集成的表情识别方法 | |
CN107622283A (zh) | 一种基于深度学习的增量式物体识别方法 | |
CN109101984A (zh) | 一种基于卷积神经网络的图像识别方法及装置 | |
CN104636636B (zh) | 蛋白质远程同源性检测方法及装置 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | 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: 20190703 Address after: 610000 China (Sichuan) Free Trade Pilot Zone Chengdu High-tech Zone Jiaozi Avenue 177 Building 1 2501, 2502, 2503, 2504, 2505 Patentee after: SICHUAN GONGDA CHUANGXING BIG DATA Co.,Ltd. Address before: 215123 199 Ren Yan Road, Suzhou Industrial Park, Jiangsu Patentee before: Soochow University |
|
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: Human-face identifying method and device Effective date of registration: 20191012 Granted publication date: 20170322 Pledgee: Chengdu Rural Commercial Bank Co.,Ltd. Juqiao sub branch Pledgor: SICHUAN GONGDA CHUANGXING BIG DATA Co.,Ltd. Registration number: Y2019510000036 |
|
CP03 | Change of name, title or address | ||
CP03 | Change of name, title or address |
Address after: No. 1104, 11th floor, building 1, No. 530, middle section of Tianfu Avenue, Chengdu high tech Zone, China (Sichuan) pilot Free Trade Zone, Chengdu, Sichuan 610094 Patentee after: Harbin University of technology big data group Sichuan Co.,Ltd. Address before: 610000 China (Sichuan) Free Trade Pilot Zone Chengdu High-tech Zone Jiaozi Avenue 177 Building 1 2501, 2502, 2503, 2504, 2505 Patentee before: SICHUAN GONGDA CHUANGXING BIG DATA Co.,Ltd. Address after: No.1, 12 / F, building 8, No.399, west section of Fucheng Avenue, Chengdu hi tech Zone, China (Sichuan) pilot Free Trade Zone, Chengdu, Sichuan 610015 Patentee after: Sichuan Hagong Chuangxing big data Co.,Ltd. Address before: No. 1104, 11th floor, building 1, No. 530, middle section of Tianfu Avenue, Chengdu high tech Zone, China (Sichuan) pilot Free Trade Zone, Chengdu, Sichuan 610094 Patentee before: Harbin University of technology big data group Sichuan Co.,Ltd. |
|
PM01 | Change of the registration of the contract for pledge of patent right | ||
PM01 | Change of the registration of the contract for pledge of patent right |
Change date: 20210617 Registration number: Y2019510000036 Pledgor after: Sichuan Hagong Chuangxing big data Co.,Ltd. Pledgor before: SICHUAN GONGDA CHUANGXING BIG DATA Co.,Ltd. |
|
PC01 | Cancellation of the registration of the contract for pledge of patent right | ||
PC01 | Cancellation of the registration of the contract for pledge of patent right |
Date of cancellation: 20230606 Granted publication date: 20170322 Pledgee: Chengdu Rural Commercial Bank Co.,Ltd. Juqiao sub branch Pledgor: Sichuan Hagong Chuangxing big data Co.,Ltd. Registration number: Y2019510000036 |