Seg3DParts uses segmentation-grounded generation with structured cross-part interaction to produce controllable, coherent part-level 3D meshes from single images while introducing the PartObjectNet dataset.
DirectUV generates UV textures via diffusion with surface-aware positional encoding that attains 3D coherence across seams and improves occluded regions.
ProRes progressively warms up deeper layer residuals to stabilize pretraining, accelerating convergence and improving generalization across model scales.