Research Article

Robust Face Recognition via Block Sparse Bayesian Learning

Table 2

Recognition rate on faces with block occlusion (%).

MethodDimension Percent occluded (%)
0 10 20 30 40 50

NN 36.92 34.29 27.69 24.40 20.44 15.17
48.79 44.84 38.68 32.09 21.54 18.46
67.25 64.18 52.09 45.71 30.33 22.64
87.25 85.50 76.92 67.25 52.31 37.14

SRC 54.51 36.26 28.13 22.64 17.36 14.29
82.64 50.99 39.56 31.65 20.66 17.36
98.02 75.39 59.78 48.57 30.33 20.88
100.00 96.48 89.23 72.31 54.29 35.17

BSCO 87.48 30.11 14.51 8.57 5.49 3.96
98.02 51.65 32.53 18.02 13.41 8.35
99.34 71.87 49.23 32.09 20.88 14.73
100.00 99.56 92.97 80.88 63.74 45.93

BSBL 87.25 46.59 28.35 18.68 11.65 10.55
94.29 66.59 40.88 26.59 20.22 12.53
99.56 83.30 60.00 45.28 33.19 23.08
100.00 96.92 92.31 75.60 56.48 42.64