Li-Wen Zhang

Cyc3D: Evaluating Cyclic Structural Stability and Asset Usability in Image-to-3D Generation

Image-conditioned 3D generation has advanced rapidly, yet existing evaluation protocols largely judge rendered-view plausibility and semantic alignment, overlooking whether a generator forms a stable 3D interpretation and produces assets usable in graphics pipelines. We introduce Cyc3D, a multidimensional benchmark tha...