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About this paper

Jiaqi Li, Ruowei Wang, Yu Liu, Qijun Zhao

QEMesh generates 3D meshes from local surface descriptions—points, normals, and Quadric Error Metric matrices—using latent diffusion and an occupancy decoder to select voxel cells. It adapts PoNQ rather than introducing it. On 64³ ShapeNet airplanes, it reports MMD-CD 3.751 versus GenUDC 3.960, alongside 100% watertightness and 0% self-intersections; the evaluation covers five categories without establishing broader validity.

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