Research Article

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

Table 16

The recognition rates on sub Extended Yale B face database over “F1” and “F2” features; recognition rates (dimensionality).

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

subBaseline (F1)0.2615 (32256)0.2770 (32256)0.2904 (32256)0.3057 (32256) 0.3100 (32256)
LPP (F1)0.4955 (90)0.5363 (95)0.5598 (100)0.5862 (105)0.6208 (120)
Algorithm 1 (F1)0.6108 (90)0.6585 (100)0.6654 (105)0.6831 (110)0.7097 (115)

subBaseline (F2)0.4930 (360)0.5187 (360)0.5421 (360)0.5705 (360)0.5900 (360)
LPP (F2)0.3883 (120)0.4139 (135)0.4327 (155)0.4490 (165)0.4664 (160)
Algorithm 1 (F2)0.4578 (130)0.4735 (135)0.4940 (155)0.5169 (165)0.5331 (165)