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SwitchLight: Co-design of Physics-driven Architecture and Pre-training Framework for Human Portrait Relighting

1 Pith paper cite this work. Polarity classification is still indexing.

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abstract

We introduce a co-designed approach for human portrait relighting that combines a physics-guided architecture with a pre-training framework. Drawing on the Cook-Torrance reflectance model, we have meticulously configured the architecture design to precisely simulate light-surface interactions. Furthermore, to overcome the limitation of scarce high-quality lightstage data, we have developed a self-supervised pre-training strategy. This novel combination of accurate physical modeling and expanded training dataset establishes a new benchmark in relighting realism.

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cs.CV 1

years

2025 1

verdicts

CONDITIONAL 1

representative citing papers

Relightable Full-Body Gaussian Codec Avatars

cs.CV · 2025-01-24 · conditional · novelty 6.0

A full-body 3D avatar model that combines learned zonal-harmonic light transport, a shadow network, and deferred shading for relighting and animation of body, face, and hands.

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  • Relightable Full-Body Gaussian Codec Avatars cs.CV · 2025-01-24 · conditional · none · ref 2024 · internal anchor

    A full-body 3D avatar model that combines learned zonal-harmonic light transport, a shadow network, and deferred shading for relighting and animation of body, face, and hands.