Author

Qian-Qiu Tan

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Preprint Aug 2026

WilLaGS: Latent-Conditional 3D Appearance Fields for Robust Gaussian Splatting In-the-Wild

A generative appearance model where a $\beta$-VAE learns a structured and continuous manifold of global appearance is introduced, Conditioned on the latent code, a 3D neural appearance field is constructed that generates dynamic Tri-Plane features to encode spatially-varying local illumination effects.

Yu Bai, Qian-Qiu Tan, Li-Long Chen et al. · 1 citation