Dataset 3D-POPE Model Precision Recall F1 Score Accuracy Yes (%)
ScanNet200 Val Random Random Baseline 50.00 50.00 50.00 50.00 50.00
3D-LLM 50.03 99.88 66.67 50.07 99.81
3D-VisTA 50.12 53.58 51.79 49.66 53.95
LEO 51.95 77.65 62.25 52.91 74.73
Ours zero-shot (Grounding) 93.34 84.25 88.56 89.12 45.13
Popular Random Baseline 50.00 50.00 50.00 50.00 50.00
3D-LLM 49.97 99.88 66.61 49.94 99.94
3D-VisTA 47.40 51.88 49.54 49.49 52.30
LEO 48.30 77.65 59.55 47.27 80.38
Ours zero-shot (Grounding) 73.05 84.28 78.26 76.59 57.69
Adversarial Random Baseline 50.00 50.00 50.00 50.00 50.00
3D-LLM 49.97 99.88 66.61 49.94 99.94
3D-VisTA 48.28 54.39 51.15 51.14 52.99
LEO 48.47 77.98 59.78 47.52 80.45
Ours zero-shot (Grounding) 69.86 84.21 76.37 73.95 60.26