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

Table 6

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

Methods	C1	C2	C3	C4
LDA	21.45 ± 1.22	20.76 ± 1.57	21.15 ± 1.06	20.77 ± 1.39
PCA	43.49 ± 1.46	44.16 ± 0.64	43.98 ± 1.10	45.03 ± 1.42
LatLRR	33.71 ± 1.13	34.92 ± 0.88	30.73 ± 1.28	33.55 ± 1.36
LPP	35.13 ± 1.04	31.26 ± 0.97	32.72 ± 1.60	34.16 ± 1.31
SRRS	75.64 ± 1.02	66.72 ± 0.84	70.56 ± 1.17	81.14 ± 0.45
RCVL	73.20 ± 0.94	64.96 ± 0.48	66.03 ± 0.56	79.02 ± 1.26
Ours	76.25 ± 0.57	68.36 ± 0.24	71.69 ± 1.10	82.64 ± 1.16