PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation

PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation

A minimalist pixel-space diffusion transformer using plain ViT architecture directly processes 3D point map patches conditioned on image tokens from DINOv3, outperforming complex l…

Hugging Face · Daily Papers ·Haofei Xu, Rundi Wu · ·▲ 9 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Haofei Xu, Rundi Wu, Philipp Henzler, Nikolai Kalischek, Michael Oechsle, Fabian Manhardt

  • 9 upvotes da comunidade
  • Temas: Diffusion Transformer, ViT, 3D point map patches, DINOv3, pixel-space, latent diffusion models

Resumo

Resumo original (em inglês), extraído do paper:

A minimalist pixel-space diffusion transformer using plain ViT architecture directly processes 3D point map patches conditioned on image tokens from DINOv3, outperforming complex latent-based models while maintaining simplicity and robustness in ambiguous regions.

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