Skip to main content

Table 5 Comparison of error rate between this study and previous investigations.

From: An automatic segmentation and classification framework for anti-nuclear antibody images

Literature

Error rate

No. of cells/images

Validation method

Perner et al. [6]

23.60%

NA/321

Human expert

 

25.00%

NA/321

leave-one-out CV

Sack et al. [3]

16.91%

1041/676

CV

Elbischger et al. [17]

9.75%

982/38

ITT (1:1)

Soda & Iannello [5]

5.80%

573/37

8-fold CV

Rigon et al. [16]

26.00%

573/37

8-fold CV

Huang et al. [18]

7.60%

1020/NA

10-fold CV

Voigtet al. [19]

6.00%

NA/351

ITT

This study

0.31%

3830/196

5-fold CV

 

3.10%

3830/196

ITT (1:1)

  1. CV indicates cross validation and ITT denotes independent training and testing.