Table 11 Mean classification accuracy for descriptors computed on the Virus dataset
From: Evaluation of noise robustness for local binary pattern descriptors in texture classification
| Â | Virus 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 | 40.3 | 40.1 | 37.7 | 34.5 | 26.9 | 17.3 | 13.9 | 10.0 | 7.5 | 7.2 | 7.7 |
ILBP | 38.1 | 37.1 | 35.4 | 34.1 | 27.2 | 22.0 | 18.4 | 13.9 | 11.0 | 10.7 | 6.5 |
MBP | 37.3 | 32.1 | 30.6 | 30.9 | 25.1 | 21.7 | 17.9 | 12.9 | 9.1 | 7.1 | 4.9 |
LTP | 48.2 | 44.8 | 42.7 | 36.8 | 30.4 | 22.1 | 13.9 | 11.9 | 8.8 | 7.0 | 7.4 |
ILTP | 53.1 | 51.5 | 49.2 | 43.9 | 36.9 | 29.0 | 20.2 | 14.5 | 10.5 | 8.4 | 6.8 |
LQP | 39.1 | 36.1 | 33.3 | 27.7 | 19.7 | 12.1 | 13.1 | 11.8 | 9.5 | 7.8 | 7.7 |
RLBP | 40.7 | 37.1 | 34.7 | 31.5 | 27.8 | 19.7 | 14.8 | 9.3 | 9.5 | 8.0 | 7.5 |
FLBP | 54.5 | 53.8 | 50.3 | 47.7 | 36.8 | 24.3 | 16.4 | 10.6 | 7.0 | 8.3 | 7.0 |
SLBP | 47.0 | 46.7 | 42.7 | 41.1 | 30.9 | 20.0 | 14.0 | 9.4 | 6.7 | 7.3 | 7.1 |
GF | 51.6 | 51.5 | 49.2 | 46.9 | 35.7 | 27.1 | 15.0 | 10.3 | 7.7 | 7.6 | 5.7 |
GLCM | 40.4 | 38.6 | 38.7 | 37.9 | 31.6 | 24.9 | 20.1 | 12.6 | 9.9 | 6.7 | 6.9 |