From: Evaluation of noise robustness for local binary pattern descriptors in texture classification
 | UIUC dataset | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Noise levels | 0 | 0.0002 | 0.0006 | 0.0021 | 0.0070 | 0.0234 | 0.0785 | 0.2637 | 0.8859 | 2.9764 | 10.0000 |
LBP | 88.1 | 87.2 | 87.5 | 88.6 | 86.4 | 75.8 | 53.8 | 38.4 | 22.3 | 12.5 | 9.4 |
ILBP | 80.1 | 80.8 | 79.6 | 80.6 | 74.8 | 63.5 | 59.4 | 53.4 | 37.9 | 25.7 | 17.8 |
MBP | 74.7 | 63.7 | 56.9 | 47.1 | 39.3 | 27.1 | 14.1 | 15.3 | 14.3 | 13.7 | 13.3 |
LTP | 94.4 | 94.1 | 93.8 | 93.4 | 88.1 | 77.9 | 59.5 | 44.6 | 23.8 | 16.5 | 13.7 |
ILTP | 91.9 | 91.5 | 91.9 | 90.4 | 85.1 | 72.9 | 64.2 | 55.6 | 42.7 | 24.7 | 17.9 |
LQP | 88.3 | 86.5 | 82.8 | 75.1 | 49.4 | 36.0 | 38.7 | 37.7 | 23.2 | 15.4 | 12.3 |
RLBP | 89.4 | 89.0 | 90.4 | 87.7 | 84.7 | 72.0 | 56.3 | 38.7 | 26.7 | 16.8 | 14.2 |
FLBP | 91.3 | 91.5 | 91.1 | 90.3 | 87.5 | 79.2 | 64.3 | 43.3 | 22.4 | 13.5 | 12.2 |
SLBP | 87.3 | 87.2 | 88.9 | 91.2 | 86.7 | 78.5 | 65.3 | 43.3 | 25.5 | 16.4 | 12.8 |
GF | 74.2 | 74.1 | 74.2 | 74.4 | 74.5 | 71.4 | 67.4 | 58.9 | 36.5 | 18.4 | 9.4 |
GLCM | 62.3 | 60.8 | 59.8 | 57.0 | 55.2 | 49.0 | 48.0 | 34.2 | 18.4 | 11.4 | 4.4 |