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. 2021 Feb 2;21(3):1010. doi: 10.3390/s21031010

Table 3.

Benchmark using 1-NN (266 classes).

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