SAIL learns a latent-space decomposition into albedo and lighting components via a relighting surrogate objective, producing consistent albedo estimates from unlabeled real images.
Mair: multi-view attention inverse rendering with 3d spatially-varying lighting estimation
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SAIL: Self-supervised Albedo Estimation from Real Images with a Latent Diffusion Model
SAIL learns a latent-space decomposition into albedo and lighting components via a relighting surrogate objective, producing consistent albedo estimates from unlabeled real images.