Research Article

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

Table 1

The results of comparison experiments on subAR face database.

AlgorithmsAccuracyCputime

SDAE0.7444177 s
LeNet-50.59441061 s
sift0.851401
UFLDL_CNN10.7055>437 s
UFLDL_CNN20.7166>1940 s
LPP0.483311 s
Kernel PCA0.766727 s
Algorithm 1 (F1)0.7278118 s
Algorithm 1 (F2)0.8222110 s
Algorithm 2 (F3)0.944459 s