From: Evaluation of noise robustness for local binary pattern descriptors in texture classification
 | KTH-TIPS2b 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 | 89.3 | 87.2 | 86.1 | 80.4 | 68.5 | 53.1 | 43.7 | 29.4 | 23.3 | 18.9 | 14.9 |
ILBP | 94.5 | 94.4 | 93.6 | 87.4 | 74.1 | 59.2 | 47.4 | 38.4 | 27.7 | 21.8 | 17.4 |
MBP | 94.1 | 84.3 | 73.6 | 60.2 | 48.0 | 40.4 | 35.4 | 28.9 | 23.2 | 17.5 | 14.6 |
LTP | 95.5 | 94.7 | 93.2 | 87.2 | 71.5 | 55.4 | 44.1 | 32.1 | 25.3 | 19.5 | 16.2 |
ILTP | 96.9 | 96.4 | 95.7 | 90.8 | 79.4 | 65.4 | 50.6 | 39.2 | 28.0 | 22.4 | 17.6 |
LQP | 94.8 | 93.6 | 87.2 | 70.0 | 57.2 | 46.5 | 38.7 | 27.9 | 20.3 | 18.1 | 14.7 |
RLBP | 93.8 | 92.7 | 90.6 | 83.7 | 69.9 | 53.0 | 42.4 | 30.4 | 23.0 | 19.3 | 16.0 |
FLBP | 94.3 | 94.0 | 93.1 | 88.6 | 74.9 | 56.9 | 44.2 | 29.8 | 21.9 | 18.2 | 15.7 |
SLBP | 94.8 | 94.5 | 93.5 | 89.2 | 76.6 | 57.8 | 44.1 | 30.1 | 22.8 | 18.5 | 16.2 |
GF | 94.6 | 94.7 | 94.1 | 93.8 | 90.8 | 83.9 | 66.4 | 41.3 | 22.3 | 12.9 | 10.1 |
GLCM | 76.9 | 76.2 | 76.0 | 73.9 | 71.7 | 62.5 | 54.0 | 39.5 | 25.0 | 18.7 | 12.7 |