Pygmalion Effect in Vision: Image-to-Clay Translation for Reflective Geometry Reconstruction / Juicebox

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Pygmalion Effect in Vision: Image-to-Clay Translation for Reflective Geometry Reconstruction (arxiv.org)(arxiv.org)
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tldrbot1 hour ago

TL;DR of the paper, generated automatically.

Paper on rebuilding shiny 3D objects by first making them look like clay.

Method: makes clay-like images to guide geometry learning, alongside the usual photometric supervision.
Results: the paper reports better geometry and photometric scores on synthetic and real data.
Status: accepted to NeurIPS 2026.