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A Cross-Model VLM-Judge Protocol for Single-Image 3D Mesh Quality (and Why Cheap Proxies Fall Short)
A standardized evaluation protocol for single-image-to-3D mesh generators, using 24-view rendering and position-bias correction — and showing that common proxies like CLIP similarity and geometry-validity metrics don't substitute for a VLM judge.