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Table 2 Classification results on WND CHARM’s reference datasets and IICBU suite

From: CP-CHARM: segmentation-free image classification made accessible

  

WND-CHARM1

CP-CHARM2

 

Dataset

Median

Std Dev.

Median

Std Dev.

WND-CHARM’s reference suite

AT&T

0.97

0.02

0.98

5e-3

 

Brodatz

0.91

0.01

0.91

3e-3

 

CHO ∗

0.93

0.02

0.99

3e-3

 

COIL-20

1.00

1e-3

1.00

1e-3

 

HeLa ∗

0.87

0.09

0.84

4e-3

 

Pollen

0.95

0.02

0.95

3e-3

  

0.83

0.07

0.84

0.01

IICBU suite

Binucleate ∗

1.00

0.01

0.95

0.02

 

Liver Aging

0.93

0.03

0.89

4e-3

 

Liver Gen. AL

0.98

0.01

0.98

5e-3

 

Liver Gen. CR

0.99

0.01

0.99

1e-3

 

Lymphoma

0.79

0.04

0.66

0.01

 

RNAi ∗

0.78

0.04

0.73

0.02

 

Terminal Bulb

0.59

0.04

0.55

6e-3

  1. Note: 1.0 corresponds to 100 % correct classification
  2. Datasets marked with a star (∗) are likely to be subject to global image artifacts. See explanations in text
  3. 1Using lone 4-fold cross-validation
  4. 2Using 10-fold cross-validation