Tianlong Chen

RefineAny3D: Depth Refinement as Semantic Alignment for Monocular 3D Detection

Monocular 3D object detection spans two regimes: closed-set detectors operating within a fixed category vocabulary, and open-vocabulary detectors that localize arbitrary categories by leveraging depth foundation models for 3D geometry. We find that current depth foundation models, despite their strong zero-shot general...