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The NERPHYS project aims to enhance 3D content creation by merging neural and physically-based rendering techniques. It introduces polymorphic 3D representations that adapt to both efficient optimization and accurate light transport, enabling the production of high-quality 3D assets for various applications requiring p…
While long restricted to an elite of expert digital artists, 3D content creation has recently been greatly simplified by deep learning.
Neural representations of 3D objects have revolutionized real-world capture from photos, while generative models are starting to enable 3D object synthesis from text prompts.
These methods use differentiable neural rendering that allows efficient optimization of the powerful and expressive ``soft'' neural representations, but ignores physically-based principles,…
INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET AUTOMATIQUE
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