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

Table 5.

Results obtained from pre-trained CNN models for Multi-class2 Dataset 3

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

Test set (%)

Acc

 Rec Spe Pre F1
AlexNet F-1 35 201 43 10 81.66 77.78 82.38 44.87 56.91
F-2 35 207 37 10 83.74 77.78 84.84 48.61 59.83
F-3 36 209 35 9 84.78 80 85.66 50.7 62.07
F-4 36 209 35 9 84.78 80 85.66 50.7 62.07
F-5 36 209 35 9 84.78 80 85.66 50.7 62.07
Average 83.94 79.11 84.84 49.12 60.59
GoogleNet F-1 36 213 31 9 86.16 80 87.3 53.73 64.29
F-2 36 214 30 9 86.51 80 87.7 54.55 64.86
F-3 38 216 28 7 87.89 84.44 88.52 57.58 68.47
F-4 38 216 28 7 87.89 84.44 88.52 57.58 68.47
F-5 38 216 28 7 87.89 84.44 88.52 57.58 68.47
Average 87.27 82.67 88.11 56.2 66.91
DenseNet121 F-1 38 215 29 7 87.54 84.44 88.11 56.72 67.86
F-2 38 216 28 7 87.89 84.44 88.52 57.58 68.47
F-3 39 217 27 6 88.58 86.67 88.93 59.09 70.27
F-4 39 217 27 6 88.58 86.67 88.93 59.09 70.27
F-5 39 217 27 6 88.58 86.67 88.93 59.09 70.27
Average 88.24 85.78 88.69 58.31 69.43
ResNet-50 F-1 41 228 16 4 93.08 91.11 93.44 71.93 80.39
F-2 41 231 13 4 94.12 91.11 94.67 75.93 82.83
F-3 41 234 10 4 95.16 91.11 95.9 80.39 85.42
F-4 41 234 10 4 95.16 91.11 95.9 80.39 85.42
F-5 41 234 10 4 95.16 91.11 95.9 80.39 85.42
Average 94.53 91.11 95.16 77.81 83.89
Se-ResNet-50 F-1 41 229 15 4 93.43 91.11 93.85 73.21 81.19
F-2 41 232 12 4 94.46 91.11 95.08 77.36 83.67
F-3 41 234 10 4 95.16 91.11 95.9 80.39 85.42
F-4 41 234 10 4 95.16 91.11 95.9 80.39 85.42
F-5 41 234 10 4 95.16 91.11 95.9 80.39 85.42
Average 94.67 91.11 95.33 78.35 84.22
Inception v4 F-1 38 215 29 7 87.54 84.44 88.11 56.72 67.86
F-2 39 227 17 6 92.04 86.67 93.03 69.64 77.23
F-3 39 228 16 6 92.39 86.67 93.44 70.91 78
F-4 38 215 29 7 87.54 84.44 88.11 56.72 67.86
F-5 36 214 30 9 86.51 80 87.7 54.55 64.86
Average 89.2 84.44 90.08 61.71 71.16
Inception ResNet v2 F-1 38 216 28 7 87.89 84.44 88.52 57.58 68.47
F-2 39 226 18 6 91.7 86.67 92.62 68.42 76.47
F-3 39 229 15 6 92.73 86.67 93.85 72.22 78.79
F-4 39 215 29 6 87.89 86.67 88.11 57.35 69.03
F-5 39 215 29 6 87.89 86.67 88.11 57.35 69.03
Average 89.62 86.22 90.25 62.58 72.36
ResNeXt-50 F-1 41 234 10 4 95.16 91.11 95.9 80.39 85.42
F-2 41 235 9 4 95.5 91.11 96.31 82 86.32
F-3 43 237 7 2 96.89 95.56 97.13 86 90.53
F-4 43 237 7 2 96.89 95.56 97.13 86 90.53
F-5 43 237 7 2 96.89 95.56 97.13 86 90.53
Average 96.26 93.78 96.72 84.08 88.66
Se-ResNeXt-50 F-1 42 234 10 3 95.5 93.33 95.9 80.77 86.6
F-2 42 235 9 3 95.85 93.33 96.31 82.35 87.5
F-3 43 237 7 2 96.89 95.56 97.13 86 90.53
F-4 43 237 7 2 96.89 95.56 97.13 86 90.53
F-5 43 237 7 2 96.89 95.56 97.13 86 90.53
Average 96.40 94.67 96.72 84.22 89.14

Bold indicates highest accuracy