Bio-Inspired Structure Representation Based Cross-View Discriminative Subspace Learning via Simultaneous Local and Global Alignment

Table 5

Classification results (%) of all methods on 10% corrupted COIL-20 dataset.

Methods	C1	C2	C3	C4
LDA	34.13 ± 1.11	35.12 ± 0.87	35.27 ± 1.24	38.55 ± 1.47
PCA	49.44 ± 0.97	51.69 ± 0.94	48.31 ± 1.49	50.81 ± 0.61
LatLRR	58.71 ± 1.58	57.74 ± 1.49	57.66 ± 1.27	60.00 ± 1.51
LPP	57.63 ± 1.28	54.84 ± 1.42	58.25 ± 1.31	58.62 ± 1.01
SRRS	80.72 ± 0.70	74.36 ± 0.79	75.50 ± 0.41	89.06 ± 0.57
RCVL	78.20 ± 1.07	71.92 ± 1.02	73.67 ± 0.80	87.13 ± 0.55
Ours	82.22 ± 0.90	75.14 ± 0.65	77.08 ± 0.31	90.28 ± 0.93