IConFace: Fine-Grained Identity Conditioning for Reference-Aware Face Restoration
Quick summary
arXiv:2605.02814v2 Announce Type: replace-cross Abstract: 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 r
Key takeaways
- arXiv:2605.02814v2 Announce Type: replace-cross Abstract: 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.
Why it matters
The importance of “IConFace: Fine-Grained Identity Conditioning for Reference-Aware Face Restoration” will be measured by what changes in practice. User behavior, access conditions, verifiable performance and responsible-use outcomes are the signals worth following.
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