Many Local Pattern Texture Features: Which Is Better for Image-Based Multilabel Human Protein Subcellular Localization Classification?

Table 2

An illustration of features rank obtained by SDA for the combination of each of three local pattern features and global features in db6 of training set of each 2-fold.

Rank

1

2

3

4

5

6

7

8

9

10

11

12

13

14

15

SLFs

f1

H

D

H

H

H

H

H

H

H

H

H

H

H

H

H

f2

D

H

H

H

H

H

H

H

H

H

H

H

H

H

D

SLFs_LBP

f1

H

D

H

H

L

L

L

L

H

L

H

L

L

L

L

f2

D

H

H

H

L

L

L

H

H

H

H

H

L

L

H

SLFs_LTrP

f1

H

T

D

T

H

H

T

T

T

T

T

T

H

H

T

f2

D

H

T

H

H

T

T

T

T

T

T

T

T

H

H

SLFs_CLBP

f1

C

H

C

D

C

H

H

C

C

C

C

C

H

H

H

f2

D

C

H

H

H

H

H

C

C

H

C

H

D

C

H

f1 and f2 denote each fold of 2-fold cross-validation. H denotes Haralick feature, D denotes DNA-protein overlap feature, L denotes LBP feature, T denotes LTrP feature, and C denotes CLPB feature.