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A Cross-Model VLM-Judge Protocol for Single-Image 3D Mesh Quality (and Why Cheap Proxies Fall Short)

arXiv cs.LG · 5d ago Cached

This paper presents a validated VLM-judge protocol for evaluating single-image-to-3D mesh quality, showing that cheap proxies like render-CLIP and geometry statistics fail to reliably track perceived quality.

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