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. 2021 May 27;24(4):1451–1473. doi: 10.1007/s10044-021-00991-z

Table 3.

Performance comparison of the symbolic data modeling with SGEF with different mask window size and fractional order polynomial on AR, ORL, LFW, and VISA Face datasets

Mask size Computation time in seconds Recognition accuracy at α = 0.3 in %
AR ORL LFW VISA AR ORL LFW VISA Face
F = 3 × 3 0.032 0.340 0.222 0.625 95.17 99.75 97.03 96.59
F = 5 × 5 0.035 0.356 0.224 0.626 95.08 100 96.90 96.52
F = 7 × 7 0.038 0.364 0.226 0.703 94.92 100 96.75 96.19
F = 11 × 11 0.045 0.451 0.239 0.734 94.83 100 94.00 96.59
F = 13 × 13 0.054 0.356 0.241 0.738 94.92 100 94.15 96.23

Bold values represents best recognition rate and computation for 3 × 3 mask size