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Table 4 Data partition on Yale database for performing various experiments

From: Complementary feature sets for optimal face recognition

Set of experiment

Category

Training

Testing

Remarks

1

YALE 1

Random one

All remaining (i.e., remaining ten images except the one selected for the training)

Eleven different trials of this setup have been taken, and the recognition result (Figure 6) is the average of all these trials

2

YALE 2.1

Random two

Remaining nine

The recognition result (Table 5) is the average of ten random trials on each setup, i.e., YALE 2.1, YALE 2.2, YALE 2.3, YALE 2.4, and YALE 2.5

YALE 2.2

Random three

Remaining eight

YALE 2.3

Random four

Remaining seven

YALE 2.4

Random five

Remaining six

YALE 2.5

Random six

Remaining five

3

YALE 3.1

a

f, g, h, i

Testing consists of experiments against illumination variation

YALE 3.2

b, c, d, e, j, k

a, f, g, h, i

YALE 4.1

a

b, c, d, e, j, k

Testing consists of experiments against expression variation

 

YALE 4.2

f, g, h, i

a, b, c, d, e, j, k

Â