GroundingDINO

“The hardware results (Table 1) show this approach lifts a VLA from 0% to 30-70% success on individual tasks in clutter.”

“"open-vocabulary detectors such as GroundingDINO perform unreliably in simulated scenes due to domain mismatch" (Appendix D), so the perception pipeline quality will be a bottleneck in production.”