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Fang-Yi Su

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Preprint Jul 2026

FDIR: Harmonizing Fidelity and Human-Machine Preference in Lossy Compression Image Restoration

FDIR is proposed, a two-stage architecture that decouples the conflicting demands through complementary inductive biases: Quality-Guided One-Step Flow Matching (QO-Flow) recovers global semantic structure in latent space via a single forward pass, while Flow-Conditioned Detail Refinement (FCDR) deterministically restor...

Kua Chen, Fang-Yi Su, Philip Chikontwe et al. · 0 citations

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