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Research map / Image generation / Editing and style transfer

Learning Formation of Physically-Based Face Attributes

CVPR 2020 · Image generation › Editing and style transfer · approach: Identity-preserving face manipulation · 99 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Jointly generate albedo and geometry rather than generating them independently (ablation)Identity model · Rendered identity imagesIS: 2.22 -> 2.26Helped
Jointly generate albedo and geometry rather than generating them independently (ablation)Identity model · Rendered identity imagesFID: 23.61 -> 21.72Helped
Use the nonlinear expression model instead of the linear FaceWarehouse modelExpression fitting · Light Stage expression scansMSE: 2.4 mm -> 1.2 mmHelped

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