Text-guided diffusion editing raises disinformation concerns, making reliable image provenance essential. While watermarks are commonly used for this purpose, most methods carry a fixed ID that cannot explain what was changed and which prompt produced it. Furthermore, under open-source white-box access, attackers can e...
Bo-Han Kung, F. Waseda, Ching-Chun Chang et al.· 0 citations
Findings indicate that wavelet-guided subband processing is compatible with HMA and that WSB provides the more computationally economical extension, but because the standard-dataset evaluation is based on selected images and a complete component-level ablation is not available, the results should be interpreted as prel...
A self-referential retrosynthesis framework for explainable AI provenance forensics under a fixed-generator setting that leverages a jointly optimized encoder-decoder pair to implement a self-embedding mechanism that enables round-trip consistency verification.
Yi-Jie Lin, Ching-Chun Chang, Isao Echizen et al.· 0 citations
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