Table 1.
Relation | Assist | Cement | Clean | Close | Cut | Drill | Hammer | Hold | Lying | Operate | Prepare | Saw | Suture | Touch | None | Average |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Prec | 0.64 | 0.86 | 0.49 | 0.97 | 0.36 | 0.97 | 0.86 | 0.78 | 1.00 | 0.85 | 0.72 | 0.86 | 1.00 | 0.61 | 0.98 | 0.80 |
Rec | 0.88 | 0.93 | 0.78 | 0.91 | 0.72 | 0.97 | 0.95 | 0.90 | 0.98 | 0.79 | 0.90 | 0.82 | 0.58 | 0.74 | 0.99 | 0.86 |
F1 | 0.74 | 0.89 | 0.60 | 0.94 | 0.48 | 0.97 | 0.90 | 0.84 | 0.99 | 0.82 | 0.80 | 0.84 | 0.73 | 0.67 | 0.98 | 0.81 |
“Average” stands for macroaverage, which is the unweighted average over all classes. We use images, augmentations, linear loss weighting and PointNet++