Author

Nicolas Talabot

EPFL

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Preprint Oct 2026

StyleFields: Multi-Scale AdaIN-Modulated Implicit SDFs for Coarse-to-Fine 3D Shape Reconstruction and Editing

We introduce StyleFields, a DeepSDF-based architecture for high-fidelity 3D reconstruction that enables controllable geometric style mixing: the coarse structure of one object can be combined with the fine-scale details of another. The core idea is depth-aware modulation: instead of a single global code, we inject late...

Ehsan Garaaghaji, Nicolas Talabot, Pascal Fua et al. · 0 citations

Preprint Aug 2026

Flow-Corrected Shape Optimization: Taming Manifold Drift in High-Dimensional 3D Models

A novel optimizer-corrector framework that alternates between gradient steps for objective minimization and guided flow matching to drive the latent state back to the valid shape manifold is introduced, preserving geometric validity without sacrificing expressiveness while remaining computationally feasible on modern 3...

Emilien Seiler, Nicolas Talabot, Ying-Xuan You et al. · 1 citation