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颜色解耦光响应非均匀性噪声融合凸优化的图像伪造检测算法
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作者 孙力 黄正谦 《测控技术》 CSCD 2015年第10期30-34,共5页
当前基于光响应非均匀性噪声的伪造检测算法使用了滤色器阵列,容易产生颜色插值噪声,严重影响了其噪声的提取精度及相关性检测的分辨率;且没有考虑源相机的相关性,借助局部像素统计决策进行目标识别,削弱了算法检测精度。提出了颜色解... 当前基于光响应非均匀性噪声的伪造检测算法使用了滤色器阵列,容易产生颜色插值噪声,严重影响了其噪声的提取精度及相关性检测的分辨率;且没有考虑源相机的相关性,借助局部像素统计决策进行目标识别,削弱了算法检测精度。提出了颜色解耦光响应非均匀性(,CD-PRNU color decoupled photo response non-uniformity)噪声融合凸优化方案的图像伪造检测算法。设计颜色解耦光响应非均匀性噪声;并构造了CD-PRNU噪声残留的数学计算模型;再嵌入Bayes原理,形成贝叶斯最小风险决策,利用图像全局像素,完成伪造目标检测。同时提出凸优化方案,将真伪决策演变为凸问题,降低算法复杂度。仿真结果显示:该算法能够更有效地检测出微小尺寸伪造目标,且其误检率更低。 展开更多
关键词 图像伪造检测 滤色器阵列 凸优化机制 解耦光响应非均匀性噪声 贝叶斯规则
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AN ADAPTIVE COLOR PLANE INTERPOLATION METHOD BASED ON EDGE DETECTION 被引量:1
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作者 Cheng Yongqiang Xie Keming Zhou Yingfeng Liu Yanlong 《Journal of Electronics(China)》 2007年第2期261-266,共6页
In this letter, an adaptive interpolation algorithm based on edge detection is proposed. With this algorithm, all the missing green values can be reconstructed in Bayer pattern image by using edge detection interpolat... In this letter, an adaptive interpolation algorithm based on edge detection is proposed. With this algorithm, all the missing green values can be reconstructed in Bayer pattern image by using edge detection interpolation method. Reconstructed images composed of green pixels are classified according to the high frequency components in image, and the threshold T needed for all kinds of green images in the edge detection is determined through experiments. The edge detection is carried out based on the one Dimensional (1D) gradient operator. If the gradient value is greater than T, this pixel is located on the edge; otherwise the pixel is in the smooth area of the image. Finally, the simple bilinear interpolation is used for the smooth area while the Laplacian interpolation with the second-order correction term is adopted to reconstruct the other red/blue values on the edge. This algorithm resolves effectively the conflicts between reconstructing high quality color image and reducing computational complexity, and thus largely enhances the processing speed for the reconstructed color image. 展开更多
关键词 Color filter array Bayer pattern Color Filter Array (CFA) interpolation Edge detection
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