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A single model can replace multiple specialized pipelines for rendering refinement, achieving significant quality improvements with minimal finetuning.
Open-vocabulary monocular 3D detectors mislabel correctly localized objects due to prompt sensitivity, revealing a critical gap in their semantic understanding.
