@article{ART003148616},
author={Jong-Ho Lee and Lee, So Young and Yongtae Shin},
title={Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2024},
volume={20},
number={4},
pages={71-79}
TY - JOUR
AU - Jong-Ho Lee
AU - Lee, So Young
AU - Yongtae Shin
TI - Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention
JO - Journal of Software Assessment and Valuation
PY - 2024
VL - 20
IS - 4
PB - Korea Software Assessment and Valuation Society
SP - 71
EP - 79
SN - 2092-8114
AB - Digital image watermarking technology for copyright protection must maintain the visual quality of images while ensuring robust recovery of watermarks under various attack scenarios. This study proposes a GAN-based watermarking model incorporating a Self-Attention mechanism. The proposed model leverages Self-Attention to learn global relationships and critical features within images, simultaneously enhancing the imperceptibility and robustness of watermarked images. Experimental results demonstrate that, under various attack scenarios including JPEG compression, Gaussian noise, blur, cropping, brightness, and contrast adjustments, the Bit Accuracy improved by an average of approximately 7.94%, while the Peak Signal-to-Noise Ratio (PSNR) increased by approximately 1.42dB and the Structural Similarity Index Measure (SSIM) improved by approximately 0.06, showcasing superior performance in both imperceptibility and robustness compared to existing models.
KW - Copyright Protection;Self-Attention;Generative Adversarial Network(GAN);Watermarking
DO -
UR -
ER -
Jong-Ho Lee, Lee, So Young and Yongtae Shin. (2024). Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention. Journal of Software Assessment and Valuation, 20(4), 71-79.
Jong-Ho Lee, Lee, So Young and Yongtae Shin. 2024, "Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention", Journal of Software Assessment and Valuation, vol.20, no.4 pp.71-79.
Jong-Ho Lee, Lee, So Young, Yongtae Shin "Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention" Journal of Software Assessment and Valuation 20.4 pp.71-79 (2024) : 71.
Jong-Ho Lee, Lee, So Young, Yongtae Shin. Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention. 2024; 20(4), 71-79.
Jong-Ho Lee, Lee, So Young and Yongtae Shin. "Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention" Journal of Software Assessment and Valuation 20, no.4 (2024) : 71-79.
Jong-Ho Lee; Lee, So Young; Yongtae Shin. Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention. Journal of Software Assessment and Valuation, 20(4), 71-79.
Jong-Ho Lee; Lee, So Young; Yongtae Shin. Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention. Journal of Software Assessment and Valuation. 2024; 20(4) 71-79.
Jong-Ho Lee, Lee, So Young, Yongtae Shin. Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention. 2024; 20(4), 71-79.
Jong-Ho Lee, Lee, So Young and Yongtae Shin. "Research on Enhancing the Robustness and Imperceptibility of GAN Watermarking Based on Self-Attention" Journal of Software Assessment and Valuation 20, no.4 (2024) : 71-79.
