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title
DreamBooth3D: Subject driven Text-to-3D generation
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DreamBooth3D: Subject driven text-to-3D generation
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DreamBooth3D: Subject driven Text-to-3D generation
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2026-03-02 18:46:38
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DreamBooth3D DreamBooth3D: Subject-Driven Text-to-3D Generation Amit Raj Srinivas Kaza Ben Poole Michael Niemeyer Nataniel Ruiz Ben Mildenhall Shiran Zada Kfir Aberman Michael Rubinstein Jonathan Barron Yuanzhen Li Varun Jampani Google Personalized 3D models from just a few casual photos, with text-driven modifications. [Paper] [Summary Video] [BibTeX] Abstract We present DreamBooth3D, an approach to personalize text-to-3D generative models from as few as 3-6 casually captured images of a subject. Our approach combines recent advances in personalizing text-to-image models (DreamBooth) with text-to-3D generation (DreamFusion). We find that naively combining these methods fails to yield satisfactory subject-specific 3D assets due to personalized text-to-image models overfitting to the input viewpoints of the subject. We overcome this through a 3-stage optimization strategy where we jointly leverage the 3D consistency of neural ra...
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