Research Article
Robust Face Recognition via Block Sparse Bayesian Learning
Table 2
Recognition rate on faces with block occlusion (%).
| Method | Dimension | 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 |
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