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Table 4 Assignment of properties to metrics. Assignment between the properties defined in Section “Metric properties” and the metrics defined in Table 1

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

   

  

 

    
  1. A particular metric has a particular property iff the corresponding cell is check marked