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Author

Chin-Chen Chang

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2 papers indexed here

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Open access Jul 2026

Subband-Guided Hybrid Multi-Axis Attention Network for Frequency-Aware Image Super-Resolution

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...

Ching-Chun Chang, Tzu-Chuen Lu, Chin-Chen Chang · 0 citations
#artificial intelligence Preprint Sep 2026

Retrosynthesis of Synthetic Media for Explainable AI Provenance Forensics

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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