一种基于游程长度和隐写分析特征融合的图像拼接盲检测方法
DOI:
CSTR:
作者:
作者单位:

(南开大学 软件学院,天津 300071)

作者简介:

高铁杠(1966-),男,河北河间人,教授,博 士生导师,主要研究方向为数字媒体安全技术、软件工程.

通讯作者:

中图分类号:

基金项目:

天津市自然科学基金(11JCZDJC16000)资助项目 (南开大学 软件学院,天津 300071)


An image splicing blind detection method combining run-length with steganalysis feature
Author:
Affiliation:

(School of Software,Nankai University,Tianjin 300071,China)

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    提出了一种基于游程长度(RLRN)和隐写分析特征融 合的图像拼接检测算法。算法中的隐写分析特征是在 图像经分块离散余弦变换(DCT)后的系数矩阵中提取,并将其和RLRN特征进行融 合。特征提取在 色度(chroma)空间进行,用支持向量机(SVM)作为分类器。实验结果显示,融合后的特征在 图像测试库CASIA v1.0 和CASIA v2.0上识别率分别达到98.57%和97.27%,不仅比特征在融合前的识别率有较大提高,而且和现 有的一些算法相比,提出的特征融合算法也具有良好的识别性能。

    Abstract:

    With the extensive use of editing software,digital image tampering be comes very easy,where the image splicing is the most common.Meanwhile,some images such as evidence in co urt are very important.It’s crucial to provide some reliable methods to identify whether an image has been f orged.An image splicing detection method combining run-length with steganography analysis feat ure is proposed.First,the steganalysis feature is extracted by applying a submodel named “s2_spam12hv” ( a part of the rich model proposed by Fridrich et al) into the coefficients matrix generated by block discrete cosi ne transform (BDCT) of an image.Then, this feature is combined with the run-length feature.The run-length feature c onsists of four gray level run-length run-number vectors extracted in four different directions from a de-correlated image.The feature extractions of the two parts are both carried out in chroma space which consists of cb and cr chann els.Support vector machine is chosen as the classifier.Experimental results show that the merged feature can achieve accuracies of 98.57% and 97.27% in datasets CASIA v1.0and CASIA v2.0,respectively.The recognition rate of the feature without merging is greatly improved,and the proposed feature fusion algorithm also shows good recog nition performance compared with some existing algorithms.

    参考文献
    相似文献
    引证文献
引用本文

李佳馨,高铁杠,赖云霓.一种基于游程长度和隐写分析特征融合的图像拼接盲检测方法[J].光电子激光,2015,26(7):1387~1393

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2015-04-20
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2015-08-10
  • 出版日期:
文章二维码