Graph Regularized Nonnegative Matrix Factorization with Sparse Coding

Table 6

Optimal average recognition rates ±   on occluded ORL database with different size of sheltering patch (dimensions = 50).

Method
NMF	80.5% ± 2.0%	74.7% ± 1.5%	69.5% ± 2.0%	62.3% ± 1.0%
LNMF	59.5% ± 5.0%	55.7% ± 4.0%	51.7% ± 4.0%	45.6% ± 3.0%
SNMF	81.8% ± 1.5%	78.2% ± 2.0%	72.5% ± 2.0%	66.3% ± 2.0%
GNMF	82.5% ± 1.0%	79.3% ± 2.0%	73.3% ± 2.0%	68.0% ± 2.0%
FMD-NMF	83.2% ± 2.0%	80.5% ± 2.5%	74.0% ± 1.5%	68.5% ± 2.0%
S-GRNMF_SC	85.5% ± 1.0%	83.5% ± 2.0%	77.5% ± 2.0%	73.2% ± 2.0%