Research Article

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

Table 19

The recognition rates on complex geometric distortion 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

Complex geometric distortionBaseline (F1) 0.1900 (32256) 0.1917 (32256) 0.2017 (32256)0.2076 (32256) 0.2089 (32256)
LPP (F1) 0.3370 (95) 0.3724 (100) 0.3935 (115) 0.4088 (125) 0.4408 (130)
Algorithm 1 (F1)0.4610 (85)0.4954 (100)0.5156 (115)0.5279 (120)0.5503 (125)

Complex geometric distortion Baseline (F2)0.3237 (360) 0.3293 (360) 0.3381 (360)0.3543 (360)0.3611 (360)
LPP (F2)0.2600 (110)0.2872 (140)0.2852 (150) 0.2981 (165)0.3069 (140)
Algorithm 1 (F2) 0.3218 (125)0.3331 (145)0.3394 (155) 0.3493 (160) 0.3511 (170)