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High-resolution, multi-view consistent 3D texturing no longer requires costly per-scene optimization or custom fine-tuning: frozen 2D diffusion models can directly synthesize production-ready texture atlases with baked shadows at an 80% speedup.
Synthetic low-light images can fool pedestrian detectors, offering a powerful way to benchmark performance in safety-critical scenarios where real data is limited.
