Table 1 Evaluating improvement of IoU, precision, and recall using DualSight on held-out test set of 20 SEM micrographs of powder particles.
From: DualSight: multi-stage instance segmentation framework for improved precision
IoU | Precision | Recall | |||||||
|---|---|---|---|---|---|---|---|---|---|
Mean | Min | Max | Mean | Min | Max | Mean | Min | Max | |
YOLOv8 Nano | 0.757 | 0.581 | 0.853 | 0.921 | 0.828 | 0.961 | 0.799 | 0.603 | 0.920 |
SAM | 0.548 | 0.192 | 0.784 | 0.877 | 0.760 | 0.947 | 0.591 | 0.201 | 0.830 |
DualSight | 0.816 | 0.592 | 0.930 | 0.926 | 0.836 | 0.976 | 0.859 | 0.649 | 0.956 |
