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Digital Images Authentication Technique Based on DWT DCT and Local Binary Patterns

机译:基于DWTDCT和局部二进制模式的数字图像认证技术

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摘要

In the last few years, the world has witnessed a ground-breaking growth in the use of digital images and their applications in the modern society. In addition, image editing applications have downplayed the modification of digital photos and this compromises the authenticity and veracity of a digital image. These applications allow for tampering the content of the image without leaving visible traces. In addition to this, the easiness of distributing information through the Internet has caused society to accept everything it sees as true without questioning its integrity. This paper proposes a digital image authentication technique that combines the analysis of local texture patterns with the discrete wavelet transform and the discrete cosine transform to extract features from each of the blocks of an image. Subsequently, it uses a vector support machine to create a model that allows verification of the authenticity of the image. Experiments were performed with falsified images from public databases widely used in the literature that demonstrate the efficiency of the proposed method.
机译:在过去的几年中,世界见证了数字图像的使用及其在现代社会中的应用的突破性增长。另外,图像编辑应用程序淡化了数字照片的修改,这损害了数字图像的真实性和准确性。这些应用程序允许篡改图像的内容而不会留下可见的痕迹。除此之外,通过Internet分发信息的简便性使社会接受了它所认为的真实事物,而没有质疑其完整性。本文提出了一种数字图像认证技术,该技术将对局部纹理图案的分析与离散小波变换和离散余弦变换相结合,以从图像的每个块中提取特征。随后,它使用矢量支持机创建一个模型,该模型允许验证图像的真实性。实验使用了伪造的图像,这些图像来自文献中广泛使用的公共数据库,证明了所提方法的有效性。

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