共查询到19条相似文献,搜索用时 234 毫秒
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基于支持向量回归的Contourlet域盲水印算法 总被引:3,自引:3,他引:0
为进一步提高基于支持向量机(SVM,support vector machine)水印算法的性能,提出了基于支持向量回归(SVR,support vector regression)的Contourlet域盲水印算法。首先对宿主图像进行Contourlet分解,然后利用SVM建立图像尺度内的局部相关性模型,根据模型的预测结果自适应地嵌入水印。实验结果表明,所提出的算法不仅具有较好的不可感知性,而且对叠加噪声、JPEG压缩、锐化、平滑滤波和对比度增强等常规图像信号处理以及旋转、剪切等几何攻击均具有较好的鲁棒性,其性能明显优于基于SVM的空间域和小波域的水印算法。 相似文献
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为了进一步提高基于支持向量机(SVM)水印算法的 鲁棒性,提出了一种 基于复Contourlet域的SVM和Krawtchouk矩的双水印算法。首先从RGB宿主 图像中提取B 分量和G分量,并且充分利用Krawtchouk矩不变量的平移、旋转、缩放不变性 和Krawtchouk矩良好 的局部重构特性,计算B分量图像的Krawtchouk低阶矩不变量 ,由此构造鲁棒水印;然后对G分量图 像进行两级复Contourlet分解,在其低频分量中,利用SVM建立图像尺度内的 局部相关性训练模型, 并根据预测结果自适应地实现数字水印图像的嵌入和提取。大量实验结果表明,本文算法不 仅具有较好的 不可感知性,而且对中值滤波、加性噪声和JPEG压缩之类的常规图像处理,以及缩放、旋转 和剪切等几 何攻击,均具有较好的鲁棒性能,其性能优于基于小波域的SVM和基于Contourlet域的SVM水 印算法。 相似文献
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基于图像多尺度空间理论和扩频机制以及视觉感知模型的特性,给出一种基于特征的数字图像水印算法。算法采用尺度不变特征变换算子提取图像的局部不变特征区域,根据信噪比特点自适应选取水印嵌入强度因子,将一幅二值水印图像嵌入到原始图像中,实现了数字水印的不可感知性和鲁棒性。仿真结果表明,该算法对添加噪声、压缩、旋转等常见的图像处理攻击具有较强的鲁棒性。 相似文献
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提出了一种增强水印鲁棒性的盲水印算法.算法在DCT(离散余弦变换)变换域,采用子采样的方法,选择嵌入水印的位置;以视觉感知模型调节嵌入水印的强度.算法的提取不需要原始图像,实现了盲提取.实验结果表明,算法不仅具有较好的不可见性,水印信息在噪声干扰、滤波、图像压缩等攻击下具有较好的鲁棒性. 相似文献
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在音频信号中添加水印后能保持不可感知性,满足一定的水印容量且同时具有较好的鲁棒性,是数字音频水印研究领域中的一项重要课题.针对这一问题,提出一种基于范数的离散小波变换(Discrete Wavelet Transformation,DWT)域鲁棒音频水印算法.首先对音频信号分帧,然后对每帧信号进行6级DWT分解,并选取低频系数构造成两个向量,分别计算向量范数,通过量化向量范数实现嵌入水印的目的,保证水印的鲁棒性.此外,利用Arnold变换和Logistic混沌序列对水印进行置乱和加密,提高水印的安全性.仿真实验结果表明,所提算法的水印安全性高,能在平均信噪比为30.01 dB,水印容量为43.07 b·s-1的情况下,对添加噪声、低通滤波、重采样、重量化以及MP3压缩等各种常见的音频信号处理攻击具有良好的鲁棒性. 相似文献
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该文提出了一种用于多媒体资料版权管理的自同步音频盲水印算法。由于版权应用需要通过解码结果得到素材的使用情况,对解码结果时间精度有一定要求,同时对鲁棒性和不可感知性要求也较高。针对之前算法存在鲁棒性不够,时间精度低的问题。该文提出的算法利用扩频的方法和音频信号的短时相关的特性提高嵌入水印的鲁棒性的同时,通过心理声学模型的应用改善算法的不可感知性。算法通过合理设计了水印信息帧结构和同步策略提高了解码结果的时间精度。实验结果表明,该文的方法在具有很高不可感知性的情况下,能够有效地抵抗各种常见的音频编辑操作。 相似文献
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A novel watermarking scheme based on the support vector machine is proposed. The watermark is embedded in the blue channel of a colour image. By applying the embedded extra reference watermark, the support vector machine is trained, and then the watermark can be extracted by the trained support vector machine. Owing to the good generalisation ability of the support vector machine, even when the watermarked image is heavily distorted the watermark can be successfully extracted. Experimental results show good robustness of the proposed scheme. 相似文献
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Xiang-Yang Wang Chang-Ying Cui 《Journal of Visual Communication and Image Representation》2008,19(5):334-342
In digital image watermarking, the watermark’s vulnerability to desynchronization attacks has long been a difficult problem. On the basis of support vector regression (SVR) theory and local image characteristics, a novel image watermarking scheme against desynchronization attacks by SVR revision is proposed in this paper. First, some pixels are randomly selected and the sum and variance of their neighboring pixels are calculated; second, the sum and variance are regarded as the training features and the pixel values as the training objective; third, the appropriate kernel function is chosen and trained, a SVR training model will be obtained. Finally, the sum and variance of all pixels’ neighboring pixels are selected as input vectors, the actual output can be obtained by using the well-trained SVR, and the digital watermark can be recovered by judging the output vector. Experimental results show that the proposed scheme is invisible and robust against common signals processing such as median filtering, sharpening, noise adding, and JPEG compression, etc., and robust against desynchronization attacks such as rotation, translation, scaling, row or column removal, shearing, local random bend, etc. 相似文献
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The problem to improve the performance of resisting geometric attacks in digital watermarking is addressed in this paper.Based on the optimized support vector regression(SVR),a zero-bit watermarking algorithm is presented.The proposed algorithm encrypts the watermarking image by using composite chaos with large key space and capacity against prediction,which can strengthen the safety of the proposed algorithm.By using the relationship between Tchebichef moment invariants of detected image and watermarking characteristics,the SVR training model optimized by composite chaos enhances the ability of resisting geometric attacks.Performance analysis and simulations demonstrate that the proposed algorithm herein possesses better security and stronger robustness than some similar methods. 相似文献
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抵抗几何攻击的数字图像水印 总被引:8,自引:1,他引:7
该文实现了一种抵抗几何攻击的数字图像水印方案。水印信号为根据密钥产生的服从正态分布的实数序列,对水印信号作预处理并进行周期化之后在空域将其嵌入数字图像中。检测端不需要原始图像,根据预测水印的自相关函数(ACF)判断水印图像遭受的几何变换攻击并进行逆变换,然后进行水印检测。实验表明该方案对压缩、滤波、剪切等常见的图像处理攻击同样具有很高的鲁棒性。 相似文献
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Zhao Jian Zhou Mingquan 《电子科学学刊(英文版)》2005,22(5):524-527
A digital watermark is an invisible mark embedded in a digital image that may be used for a number of different purposes including copyright protection. Due to the urgent need for protecting the copyright of digital products in digital library, digital watermarking has been proposed as a solution to this problem. This letter describes potential situations that nonlinear theory can be used to enhance robustness and security of the watermark in digital library. Some nonlinear watermark techniques have been enumerated. Experimental results show that the proposed scheme is superior to the general watermark scheme both in security and robustness in digital library. 相似文献
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Cheng-Hsing Yang Chi-Yao Weng Shiuh-Jeng Wang Hung-Min Sun 《Journal of Visual Communication and Image Representation》2010,21(1):49-55
In this paper, a novel vector quantization (VQ)-based digital image watermarking scheme is proposed which retains high image quality even after embedding. The general scheme of watermarking is to embed a representative digital watermark in the protected image to claim the ownership. The robustness of watermark is important; however, the imperceptibility of embedded images also cannot be ignored. In previous papers, existing greedy technique to group codewords often results in low quality of stego-images. As an improvement to the existing techniques, two new grouping strategies, codebook-sort grouping and bipartite-match grouping are proposed in this paper to improve the quality of stego-images. Moreover, a new VQ encoder, called as shortest-group encoding method is proposed to replace the traditional VQ encoder in the purpose of embedding. Finally, in order to improve the grouping flexibility, two kinds of weights are considered in our approach. Experimental results show that all of the above approaches can improve the quality of stego-images on VQ-based watermarking. 相似文献
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This paper proposes a self-embedding watermarking scheme for digital images. It exploits a digital halftoning technique to
transform the host image to a halftone image, in which the content features of the host image are well preserved. This halftone
image is utilized as an approximate or compressed version of the host image and further adopted as a watermark. Unlike most
available self-embedding watermarking techniques, in which watermark embedding, tamper detection and image recovery are block-wise-based,
our scheme is a pixel-wise and block-wise composite scheme. That is, the watermark is pixel-wise permuted and embedded in
the least-significant-bit plane of the host image, while in tamper detection and image recovery, a block-wise strategy is
employed. This pixel-wise and block-wise complementary mechanism can overcome a common disadvantage of previous block-wise-based
self-embedding watermarking techniques. Our scheme can be used for tamper detection and alteration location. Moreover, the
tampered area can be approximately recovered using the extracted watermark. Experimental results demonstrate the effectiveness
of the proposed scheme. 相似文献
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基于几何矩的抵抗RST攻击的数字图像水印 总被引:8,自引:0,他引:8
目前大多数的数字图像水印方案不能有效抵抗几何形变的攻击,这一弱点已成为数字水印技术走上商用的瓶颈。在各种几何形变中,RST(旋转、缩放、平移)是最为常见的攻击方式。该文提出了一种具有普适性的能够抵抗RST攻击的多比特数字图像水印方案,采用的主要措施有:(1)提出一种基于几何矩的图像标准化方案以抵抗几何攻击;(2)采用扩谱方法构造二维CDMA水印信号,实现多比特水印嵌入;(3)根据HVS特性自适应调整水印的嵌入强度,在鲁棒性和不可见性之间达到平衡;(4)利用MAP和相关方法估计和检测水印信号。实验表明该方案对RST具有很高的鲁棒性,对压缩、滤波等常见的图像处理攻击同样具有良好的鲁棒性。 相似文献