Table 3.
HSV | LAB | HSV/LAB | U-net | Diff | |
---|---|---|---|---|---|
Jaccard index (IOU) | 0.65 | 0.75 | 0.77 | 0.84 | +0.07 |
Sørensen-Dice coefficient | 0.76 | 0.85 | 0.86 | 0.91 | +0.05 |
Pixel accuracy | 0.89 | 0.93 | 0.93 | 0.95 | +0.02 |
Precision | 0.66 | 0.80 | 0.83 | 0.89 | +0.06 |
Recall | 0.97 | 0.93 | 0.91 | 0.93 | +0.02 |
AP [0.5 IoU] | 0.91 | 0.93 | 0.94 | 0.96 | +0.02 |
F1 score | 0.78 | 0.86 | 0.87 | 0.91 | +0.04 |
Segmentation accuracy measures, Jaccard index or intersection over union (IoU), the Sørensen-Dice coefficient, pixel accuracy, precision, recall, F1 score estimated from the precision, and recall and AP for predictions over 0.5 IoU as described by the PASCAL VOC challenge (Everingham et al., 2010).