A diffusion model fine-tuned with flow matching maps a single RGB indoor image directly to five scene properties, beating prior inverse rendering methods on InteriorVerse and real-world benchmarks.
Joint learn- ing of intrinsic images and semantic segmentation
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DNF-Intrinsic: Deterministic Noise-Free Diffusion for Indoor Inverse Rendering
A diffusion model fine-tuned with flow matching maps a single RGB indoor image directly to five scene properties, beating prior inverse rendering methods on InteriorVerse and real-world benchmarks.