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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.
Existing safety guardrails for text-to-image models can backfire, inadvertently amplifying other types of harm, but this new method adaptively steers generation to resolve these conflicts and reduce overall harmful content.
