OV3D-Bench: A Diagnostic Benchmark for Open-Vocabulary Monocular 3D Detection
OV3D-Bench is introduced, a diagnostic benchmark that compares open-vocabulary monocular 3D detectors under deployment-realistic conditions across seven indoor and outdoor datasets, and indicates that geometric localization is more mature, while open-vocabulary semantics remains the primary bottleneck.