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Paper · arXiv

IConFace: Fine-Grained Identity Conditioning for Reference-Aware Face Restoration

Severe face degradation can remove person-specific evidence, making restoration underdetermined. A generative prior may recover a sharp, plausible face yet miss localized traits that persist across images of the same person. Same-identity references supply this missing evidence, while the degraded observation anchors target structure. We propose \textbf{IConFace}, a fine-grained identity-conditioned framework that optionally conditions restoration on up to three same-identity references. Its hybrid concat backbone retains degraded and reference observations as dense visual tokens, preserving localized reference evidence. An identity pathway provides compact multi-reference guidance, while...

AuthorsAxi Niu, Jinyang Zhang, Senyan Qing
Primary categorycs.CV
Published4 May 2026
Last updated at source5 August 2026
cs.CVcs.AI
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