FDDWAN: A Frequency-Decoupled Diffusion Network for Watermarking Attack
A coarse-to-fine framework that performs watermark removal through wavelet-domain decomposition and residual diffusion refinement, demonstrating that FDDWAN achieves a more favorable trade-off between watermark removal effectiveness and visual fidelity than conventional and learning-based attack methods.