Preprint Open access
Frozen Scenes, Shifting Winners: Configuration Fragility in Text-to-3D Evaluation
Can a text-to-3D leaderboard change when every generated scene stays fixed? We audit this question for rendered-image evaluation, where camera settings and caption wording become part of the measurement protocol. Across 300 frozen scenes from six generators, we vary eight render and caption factors for 19 alignment eva …