个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:知行书院执行院长
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:信息与通信工程学院
学科:信号与信息处理
办公地点:大连理工大学创新园大厦A525
联系方式:http://www.aisdut.cn/WangBo/index.html
电子邮箱:bowang@dlut.edu.cn
SOURCE CAMERA IDENTIFICATION USING SUPPORT VECTOR MACHINES
点击次数:
论文类型:会议论文
发表时间:2009-01-01
收录刊物:CPCI-S
卷号:306
页面范围:107-+
关键字:Camera identification; CFA interpolation; support vector machine
摘要:Source camera identification is an important branch of image forensics. This paper describes a novel method for determining image origin based on color filter array (CFA) interpolation coefficient estimation. To reduce the perturbations introduced by a double JPEG compression, a co-variance matrix is used to estimate the CFA interpolation coefficients. The classifier incorporates a combination of one-class and multi-class support vector machines to identify camera models as well as outliers that are not in the training set. Classification experiments demonstrate that the method is both accurate and robust for double-compressed JPEG images.