Author

Mathieu Aubry

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Preprint Sep 2026

Bottom-up Modeling of Repeated Elements via Single Image Analysis-by-Synthesis

Qualitative results reveal superior reconstructions and interpretable decompositions compared to classical decomposition, joint alignment, and 3D object modeling methods, while maintaining a simple 2D formulation, suggesting that meaningful object discovery can emerge from single image learning alone.

Syrine Kalleli, Alexei A. Efros, Mathieu Aubry · 0 citations