Any normalization-equivariant function factors exactly as normalize-arbitrary-backbone-denormalize, enabling efficient equivariance for standard CNNs and transformers in blind image denoising.
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IConFace performs unified reference-aware and no-reference blind face restoration by asymmetrically conditioning identity from references and structure from the degraded image.
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Normalization Equivariance for Arbitrary Backbones, with Application to Image Denoising
Any normalization-equivariant function factors exactly as normalize-arbitrary-backbone-denormalize, enabling efficient equivariance for standard CNNs and transformers in blind image denoising.
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IConFace: Identity-Structure Asymmetric Conditioning for Unified Reference-Aware Face Restoration
IConFace performs unified reference-aware and no-reference blind face restoration by asymmetrically conditioning identity from references and structure from the degraded image.