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We propose a high-quality 3D-to-3D conversion method, Instruct 3D-to-3D. Ourmethod is designed for a novel task, which is to convert a given 3D scene toanother scene according to text instructions. Instruct 3D-to-3D appliespretrained Image-to-Image diffusion models for 3D-to-3D conversion. Thisenables the likelihood maximization of each viewpoint image and high-quality 3Dgeneration. In addition, our proposed method explicitly inputs the source 3Dscene as a condition, which enhances 3D consistency and controllability of howmuch of the source 3D scene structure is reflected. We also propose dynamicscaling, which allows the intensity of the geometry transformation to beadjusted. We performed quantitative and qualitative evaluations and showed thatour proposed method achieves higher quality 3D-to-3D conversions than baselinemethods.

Instruct 3D-to-3D: Text Instruction Guided 3D-to-3D conversion