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. 2020 Nov 27;51(5):2864–2889. doi: 10.1007/s10489-020-02010-w

Table 6.

Results obtained from pre-trained CNN models for Multi-class3 Dataset 4

Models/Folds(F) Performance Evaluation based on Four Metrics
TP TN FP FN

Test set (%)

Acc

 Rec Spe Pre F1
AlexNet F-1 235 643 134 34 83.94 87.36 82.75 63.69 73.67
F-2 238 643 134 31 84.23 88.48 82.75 63.98 74.26
F-3 240 660 117 29 86.04 89.22 84.94 67.23 76.68
F-4 240 660 117 29 86.04 89.22 84.94 67.23 76.68
F-5 240 660 117 29 86.04 89.22 84.94 67.23 76.68
Average 85.26 88.7 84.07 65.87 75.59
GoogleNet F-1 245 688 89 24 89.20 91.08 88.55 73.35 81.26
F-2 245 698 79 24 90.15 91.08 89.83 75.62 82.63
F-3 249 704 73 20 91.11 92.57 90.6 77.33 84.26
F-4 249 704 73 20 91.11 92.57 90.6 77.33 84.26
F-5 249 704 73 20 91.11 92.57 90.6 77.33 84.26
Average 90.54 91.97 90.04 76.19 83.34
DenseNet121 F-1 249 709 68 20 91.59 92.57 91.25 78.55 84.98
F-2 251 713 64 18 92.16 93.31 91.76 79.68 85.96
F-3 255 720 57 14 93.21 94.8 92.66 81.73 87.78
F-4 255 720 57 14 93.21 94.8 92.66 81.73 87.78
F-5 255 720 57 14 93.21 94.8 92.66 81.73 87.78
Average 92.68 94.05 92.2 80.68 86.86
ResNet 50 F-1 255 720 57 14 93.21 94.8 92.66 81.73 87.78
F-2 255 722 55 14 93.40 94.8 92.92 82.26 88.08
F-3 258 730 47 11 94.46 95.91 93.95 84.59 89.9
F-4 258 730 47 11 94.46 95.91 93.95 84.59 89.9
F-5 258 730 47 11 94.46 95.91 93.95 84.59 89.9
Average 94.00 95.46 93.49 83.55 89.11
Se-ResNet-50 F-1 257 720 57 12 93.40 95.54 92.66 81.85 88.16
F-2 257 722 55 12 93.59 95.54 92.92 82.37 88.47
F-3 259 732 45 10 94.74 96.28 94.21 85.2 90.4
F-4 258 730 47 11 94.46 95.91 93.95 84.59 89.9
F-5 258 730 47 11 94.46 95.91 93.95 84.59 89.9
Average 94.13 95.84 93.54 83.72 89.37
Inception v4 F-1 245 698 79 24 90.15 91.08 89.83 75.62 82.63
F-2 248 698 79 21 90.44 92.19 89.83 75.84 83.22
F-3 248 704 75 21 90.84 92.19 90.37 76.78 83.78
F-4 245 700 77 24 90.34 91.08 90.09 76.09 82.91
F-5 245 698 79 24 90.15 91.08 89.83 75.62 82.63
Average 90.39 91.52 89.99 75.99 83.04
Inception ResNet v2 F-1 247 698 79 22 90.34 91.82 89.83 75.77 83.03
F-2 251 700 77 17 91.00 93.66 90.09 76.52 84.23
F-3 251 714 63 17 92.34 93.66 91.89 79.94 86.25
F-4 251 710 67 17 91.96 93.66 91.38 78.93 85.67
F-5 247 698 79 22 90.34 91.82 89.83 75.77 83.03
Average 91.2 92.92 90.6 77.39 84.44
ResNeXt-50 F-1 258 730 47 11 94.46 95.91 93.95 84.59 89.9
F-2 260 732 45 9 94.84 96.65 94.21 85.25 90.59
F-3 260 740 37 9 95.60 96.65 95.24 87.54 91.87
F-4 260 740 37 9 95.60 96.65 95.24 87.54 91.87
F-5 260 740 37 9 95.60 96.65 95.24 87.54 91.87
Average 95.22 96.51 94.77 86.49 91.22
Se-ResNeXt-50 F-1 260 732 45 9 94.84 96.65 94.21 85.25 90.59
F-2 261 733 44 8 95.03 97.03 94.34 85.57 90.94
F-3 262 742 35 7 95.98 97.4 95.5 88.22 92.58
F-4 262 742 35 7 95.98 97.4 95.5 88.22 92.58
F-5 262 742 35 7 95.98 97.4 95.5 88.22 92.58
Average 95.56 97.17 95.01 87.09 91.85

Bold indicates highest accuracy