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Yichong Lu

2 accepted papers

2025

Orientation Matters: Making 3D Generative Models Orientation-Aligned

NeurIPS 2025poster

Humans intuitively perceive object shape and orientation from a single image, guided by strong priors about canonical poses. However, existing 3D generative models often produce misaligned results due to inconsistent training data, limiting their usability in downstream tasks. To address this gap, w…

Cited by 0SourceScholar
2025

UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulation

CVPR 2025poster

Photorealistic 3D vehicle models with high controllability are essential for autonomous driving simulation and data augmentation. While handcrafted CAD models provide flexible controllability, free CAD libraries often lack the high-quality materials necessary for photorealistic rendering. Conversely…

Cited by 0SourcePDFScholar