2000
DOI: 10.1007/10719724_16
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A Stochastic Approach to Content Adaptive Digital Image Watermarking

Abstract: This paper presents a new stochastic approach which can be applied with di erent w atermark techniques. The approach is based on the computation of a Noise Visibility F unction NVF that characterizes the local image properties, identifying textured and edge regions where the mark should be more strongly embedded. We present precise formulas for the NVF which enable a fast computation during the watermark encoding and decoding process. In order to determine the optimal NVF, we rst consider the watermark as nois… Show more

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Cited by 242 publications
(180 citation statements)
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“…The difference between a pair of images with the same size can be measured by calculating the PSNR (Peak Signal to Noise Ratio) or the Weighted PSNR (WPSNR). The WPSNR is an improved version of the PSNR firstly introduced in [15]. Based on the fact that the human eyes are less sensitive to modifications in textured areas than in smooth areas, the WPSNR uses an additional parameter called the Noise Visibility Function (NVF), which is a texture masking function.…”
Section: Resultsmentioning
confidence: 99%
“…The difference between a pair of images with the same size can be measured by calculating the PSNR (Peak Signal to Noise Ratio) or the Weighted PSNR (WPSNR). The WPSNR is an improved version of the PSNR firstly introduced in [15]. Based on the fact that the human eyes are less sensitive to modifications in textured areas than in smooth areas, the WPSNR uses an additional parameter called the Noise Visibility Function (NVF), which is a texture masking function.…”
Section: Resultsmentioning
confidence: 99%
“…The first objective metric used was the Weighted Peak Signal-toNoise Ratio (WPSNR) proposed in [22]. Just like PSNR, a high value of WPSNR indicates that the image is less distorted.…”
Section: Visual Quality Of Watermarked Imagesmentioning
confidence: 99%
“…Human visual system should be considered to insert imperceptibly. We apply the perceptual mask of (3) [14]. …”
Section: Watermark Insertionmentioning
confidence: 99%