From: Metrics for evaluating 3D medical image segmentation: analysis, selection, and tool
Outlier | True | Chance | Sensitive | Ignoring | Recall | General | Overlap- | Distance- | Information | Probabilistic- | Pair- | Volume- | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
sensitive | negatives | adjustment | to point | alignment | rewarding | shape & | based | based | theoretical | based | counting- | based | |
consideration | positions | errors | alignment | based | |||||||||
DICE | ✓ | ||||||||||||
JAC | ✓ | ||||||||||||
TPR | ✓ | ✓ | |||||||||||
TNR | ✓ | ✓ | |||||||||||
FPR | ✓ | ||||||||||||
FNR | ✓ | ||||||||||||
FMS | ✓ | ||||||||||||
VS | ✓ | ✓ | |||||||||||
GCE | ✓ | ||||||||||||
RI | ✓ | ✓ | |||||||||||
ARI | ✓ | ✓ | ✓ | ||||||||||
MI | ✓ | ✓ | ✓ | ||||||||||
VOI | ✓ | ✓ | |||||||||||
ICC | ✓ | ✓ | ✓ | ||||||||||
PBD | ✓ | ||||||||||||
KAP | ✓ | ✓ | ✓ | ||||||||||
AUC | ✓ | ✓ | |||||||||||
HD | ✓ | ✓ | ✓ | ||||||||||
AVD | ✓ | ✓ | |||||||||||
MHD | ✓ | ✓ | ✓ |