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D image level, we introduce a geometry perception loss defined in the geometry-aware feature space of a pretrained
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A unified pixel-space approach in PixWorld achieves superior 3D scene generation and reconstruction without the pitfalls of latent encoding.
Generating 3D scenes with diffusion models just got a whole lot more consistent across views, thanks to a new 3D-native approach that skips the 2D latent space bottleneck.