Abstract:
In this work, we implement a robust image watermarking method for grayscale images that uses two transforms, namely, discrete wavelet transform (DWT) and discrete cosine ...Show MoreMetadata
Abstract:
In this work, we implement a robust image watermarking method for grayscale images that uses two transforms, namely, discrete wavelet transform (DWT) and discrete cosine transform (DCT). During the embedding stage, 1-level 2D-DWT is first performed on the host image to yield four sub-matrices, that is to say, LL1, HL1, LH1 and HH1. Afterwards, two of these sub-matrices, namely, HL1 and LH1 are divided into 8 x 8 non-overlapping blocks. Then, 2D-DCT operation is applied to each of the above-mentioned blocks. The watermark bits are embedded using pre-generated pseudo-random sequences PRNo or PRN1 and a scaling factor δ, inside the middle-band DCT block coefficients only, in accordance with watermark binary bit value, that is, 0 or 1. Next, each altered block of HL1 and LH1 sub-bands are used to generate the modified HL1 and LH1 sub-bands, using inverse 2D-DCT transform operation. At last, the marked image is produced by means of inverse 2D-DWT. In the retrieval stage, the marked image, which may be attacked, is transformed, in a similar way, as in the embedding process, by 1-level 2D-DWT to produce four sub-matrices, LL1, modified LH1, modified HL1, and HH1. Then, forward 2D-DCT is operated on modified HL1 to retrieve the modified middle-band DCT coefficients of modified HL1. The same process is repeated with the modified LH1 sub-band to extract the modified middle-band DCT coefficients of modified HL1. The correlations between PRNo, PRN1, and the extracted middle-frequency coefficients of modified HL1 are computed. The same process is repeated for modified LH1 sub-band. Finally, the watermark is extracted using correlation values. To add more security to the watermarking mechanism, Arnold transform (AT) is applied to encrypt the watermark image prior to embedding.
Date of Conference: 11-13 November 2022
Date Added to IEEE Xplore: 16 December 2022
ISBN Information: