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A Fragile Watermark Scheme for Image Recovery Based on Singular Value Decomposition, Edge Detection and Median Filter

机译:一种脆弱的水印方案,用于基于奇异值分解,边缘检测和中值滤波器的图像恢复

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摘要

Many fragile watermark methods have been proposed for image recovery and their performance has been greatly improved. However, jagged edges and confusion still exist in the restored areas and these problems need to be solved to achieve a better visual effect. In this paper, a method for improving recovery quality is proposed that adopts singular value decomposition (SVD) and edge detection for tamper detection and then uses a median filter for image recovery. Variable watermark information can be generated that corresponds to block classifications. With mapping and neighborhood adjustment, the area that has been tampered can be correctly detected. Subsequently, we adopt a filtering operation for the restored image obtained after the inverse watermark embedding process. During the filtering operation, a median filter is used to smooth and remove noise, followed by minimum, maximum and threshold operations to balance the image intensity. Finally, the corresponding pixels of the restored image are replaced with the filtered results. The experimental results of six different tampering attacks conducted on eight test images show that tamper detection method with the edge detection can identify the tampered region correctly but has a higher false alarm rate than other methods. In addition, compared with the other three similar methods previously, using a median filter during image recovery not only improves the visual effect of the restored image but also enhances its quality objectively under most tampering attack conditions.
机译:已经提出了许多脆弱的水印方法进行图像恢复,并且它们的性能大大提高。然而,在恢复的地区仍然存在锯齿状的边缘和混乱,并且需要解决这些问题以实现更好的视觉效果。在本文中,提出了一种提高恢复质量的方法,其采用奇异值分解(SVD)和防篡改检测的边缘检测,然后使用中值滤波器进行图像恢复。可以生成可变水印信息,其对应于块分类。通过映射和邻域调整,可以正确地检测被篡改的区域。随后,我们采用过滤操作,用于在逆水印嵌入过程之后获得的恢复图像。在过滤操作期间,中值滤波器用于平滑和去除噪声,然后是最小,最大和阈值操作以平衡图像强度。最后,用滤波结果替换恢复图像的相应像素。在八个测试图像上进行的六种不同篡改攻击的实验结果表明,具有边缘检测的篡改检测方法可以正确识别篡改区域,但具有比其他方法更高的误报率。另外,与前面的其他三种类似的方法相比,在图像恢复期间使用中值滤波器不仅提高了恢复图像的视觉效果,而且还在最大的篡改攻击条件下客观地增强了其质量。

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