From: Metrics for evaluating 3D medical image segmentation: analysis, selection, and tool
DICE | JAC | TPR | TNR | FPR | FNR | FMS | VS | GCE | RI | ARI | MI | VOI | ICC | PBD | KAP | AUC | HD | AVD | MHD | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Outliers exist | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | X | ✓ | ✓ | |||||||||
Small segment | X | X | X | X | X | X | X | X | X | X | X | X | X | ✓ | ✓ | ✓ | ||||
Complex boundary | X | ✓ | ✓ | X | ||||||||||||||||
Low densities | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | ✓ | ✓ | ✓ |
Low segmentation quality | X | ✓ | ✓ | ✓ | ||||||||||||||||
Contour is important | X | ✓ | ✓ | X | ||||||||||||||||
Alignment is important | X | |||||||||||||||||||
Recall is important | ✓ | ✓ | ||||||||||||||||||
Volume is important | ✓ | |||||||||||||||||||
General shape & alignment | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | ✓ |