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Open-vocabulary monocular 3D detectors mislabel correctly localized objects due to prompt sensitivity, revealing a critical gap in their semantic understanding.
Enforcing a minimum multi-view visibility requirement can drastically improve sparse novel view synthesis, achieving high-quality reconstructions with just four input images.
