DoBMark: A double-branch network for screen-shooting resilient image watermarking

EXPERT SYSTEMS WITH APPLICATIONS(2024)

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摘要
The dramatic changes in cross -media information transmission modes, especially screen -shooting, have made traditional robust image watermarking for digital channels less resistant to various physical noises from the real world. To address this problem, we propose a double -branch network for screen -shooting resilient image watermarking. Specifically, two weights conforming to a Gaussian distribution are assigned to the doublebranch encoder, and by jointly training, two residual images containing watermark information are produced to generate the fused watermarked image. A dual frame alternate -fusion mechanism and a just noticeable difference (JND) constraint function on residual images are employed to improve the watermark invisibility and the quality of watermarked images. A differentiable distortion network is introduced to enhance the robustness of the end -to -end network. Additionally, the decoder integrates a quality enhancement module (QEM) that can correct distortions and apply de -noising to the distorted images, thereby improving the accuracy of watermark information extraction. Experimental results show that the proposed scheme can achieve high robustness against the screen -shooting process while maintaining a satisfactory watermark capacity and visual quality of the watermarked image.
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关键词
Robust watermarking,Screen-shooting,JND constraint,Alternate-fusion mechanism
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