Table 3.
Features | Acc. | Pr | Re | F1 |
---|---|---|---|---|
Hist L | 21.62 | 13.69 | 14.79 | 14.22 |
Hist RGB | 47.58 | 40.33 | 39.22 | 39.77 |
3 marg. hist. | 42.86 | 33.44 | 35.22 | 34.30 |
qHist RGB | 47.89 | 40.51 | 39.82 | 40.16 |
sHist RGB | 31.61 | 31.82 | 23.60 | 27.10 |
Chrom. Mom. | 21.75 | 16.39 | 16.85 | 16.62 |
Cooc. Matr. | 9.31 | 4.80 | 4.76 | 4.78 |
SFTA | 15.52 | 10.12 | 10.12 | 10.12 |
Granulometry | 32.53 | 27.37 | 28.24 | 27.80 |
GIST | 34.70 | 29.89 | 29.24 | 29.56 |
DT-CWT | 31.71 | 26.47 | 27.56 | 27.00 |
CEDD | 28.62 | 21.96 | 22.07 | 22.02 |
HOG | 17.36 | 13.63 | 12.71 | 13.15 |
Gabor | 36.39 | 31.33 | 31.15 | 31.24 |
LBP | 33.87 | 29.82 | 29.98 | 29.90 |
LBP-nri | 38.11 | 32.04 | 31.68 | 31.86 |
LBP-LCC | 36.92 | 30.30 | 30.21 | 30.25 |
vgg16 | 70.63 | 68.01 | 66.96 | 67.48 |
vgg19 | 70.81 | 67.06 | 67.07 | 67.06 |
squeezenet | 68.09 | 62.47 | 63.62 | 63.04 |
Inception V3 | 76.73 | 71.56 | 70.65 | 71.10 |
Google Net | 64.23 | 59.70 | 59.39 | 59.55 |
Resnet50 L | 72.32 | 65.57 | 65.40 | 65.49 |
Resnet50 | 85.77 | 82.78 | 82.13 | 82.45 |