Frozen Scenes, Shifting Winners: Configuration Fragility in Text-to-3D Evaluation

Anson Y. Lam, Shuqing Li, Michael R. Lyu

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 p…