Research Article

An Improved EMD-Based Dissimilarity Metric for Unsupervised Linear Subspace Learning

Table 27

The recognition rates on slight translation and slight rotation Extended Yale B face databases over “F3” features; recognition rates (dimensionality).

Face databases Algorithms G6/P10 G7/P9 G8/P8 G9/P7 G10/P6

Slight translationBaseline (F3)0.5035 (5760)0.5213 (5760) 0.5383 (5760) 0.5657 (5760) 0.5725 (5760)
LPP (F3)0.3347 (140) 0.3431 (155) 0.3583 (185) 0.3719 (205) 0.3922 (190)
Algorithm 2 (F3)_ 0.5415 (155) 0.5580 (175) 0.5640 (210) 0.5988 (170) 0.6183 (265)
Algorithm 2 (F3)0.5882 (140)0.5920 (145)0.5985 (210)0.6155 (130)0.6403 (155)

Slight rotationBaseline (F3) 0.5033 (5760) 0.5270 (5760) 0.5327 (5760) 0.5571 (5760) 0.5606 (5760)
LPP (F3) 0.3327 (140) 0.3367 (150) 0.3577 (170) 0.3779 (170)0.3958 (225)
Algorithm 2 (F3)_ 0.5438 (160) 0.5713 (175) 0.5854 (205) 0.6102 (235) 0.6281 (260)
Algorithm 2 (F3)0.5935 (110)0.6152 (155)0.6094 (200)0.6295 (110)0.6492 (175)