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. 2021 May 5;21(9):3212. doi: 10.3390/s21093212
Epoch Ratio CNN Learner Model Epoch Ratio CNN Learner Model
10 0.6 AlexNet LR M1 15 0.7 AlexNet LR M46
10 0.6 DenseNet201 LR M2 15 0.7 DenseNet201 LR M47
10 0.6 ResNet50 LR M3 15 0.7 ResNet50 LR M48
10 0.6 VGG16 LR M4 15 0.7 VGG16 LR M49
10 0.6 VGG19 LR M5 15 0.7 VGG19 LR M50
10 0.6 AlexNet NB M6 15 0.7 AlexNet NB M51
10 0.6 DenseNet201 NB M7 15 0.7 DenseNet201 NB M52
10 0.6 ResNet50 NB M8 15 0.7 ResNet50 NB M53
10 0.6 VGG16 NB M9 15 0.7 VGG16 NB M54
10 0.6 VGG19 NB M10 15 0.7 VGG19 NB M55
10 0.6 AlexNet SVM M11 15 0.7 AlexNet SVM M56
10 0.6 DenseNet201 SVM M12 15 0.7 DenseNet201 SVM M57
10 0.6 ResNet50 SVM M13 15 0.7 ResNet50 SVM M58
10 0.6 VGG16 SVM M14 15 0.7 VGG16 SVM M59
10 0.6 VGG19 SVM M15 15 0.7 VGG19 SVM M60
10 0.7 AlexNet LR M16 20 0.6 AlexNet LR M61
10 0.7 DenseNet201 LR M17 20 0.6 DenseNet201 LR M62
10 0.7 ResNet50 LR M18 20 0.6 ResNet50 LR M63
10 0.7 VGG16 LR M19 20 0.6 VGG16 LR M64
10 0.7 VGG19 LR M20 20 0.6 VGG19 LR M65
10 0.7 AlexNet NB M21 20 0.6 AlexNet NB M66
10 0.7 DenseNet201 NB M22 20 0.6 DenseNet201 NB M67
10 0.7 ResNet50 NB M23 20 0.6 ResNet50 NB M68
10 0.7 VGG16 NB M24 20 0.6 VGG16 NB M69
10 0.7 VGG19 NB M25 20 0.6 VGG19 NB M70
10 0.7 AlexNet SVM M26 20 0.6 AlexNet SVM M71
10 0.7 DenseNet201 SVM M27 20 0.6 DenseNet201 SVM M72
10 0.7 ResNet50 SVM M28 20 0.6 ResNet50 SVM M73
10 0.7 VGG16 SVM M29 20 0.6 VGG16 SVM M74
10 0.7 VGG19 SVM M30 20 0.6 VGG19 SVM M75
15 0.6 AlexNet LR M31 20 0.7 AlexNet LR M76
15 0.6 DenseNet201 LR M32 20 0.7 DenseNet201 LR M77
15 0.6 ResNet50 LR M33 20 0.7 ResNet50 LR M78
15 0.6 VGG16 LR M34 20 0.7 VGG16 LR M79
15 0.6 VGG19 LR M35 20 0.7 VGG19 LR M80
15 0.6 AlexNet NB M36 20 0.7 AlexNet NB M81
15 0.6 DenseNet201 NB M37 20 0.7 DenseNet201 NB M82
15 0.6 ResNet50 NB M38 20 0.7 ResNet50 NB M83
15 0.6 VGG16 NB M39 20 0.7 VGG16 NB M84
15 0.6 VGG19 NB M40 20 0.7 VGG19 NB M85
15 0.6 AlexNet SVM M41 20 0.7 AlexNet SVM M86
15 0.6 DenseNet201 SVM M42 20 0.7 DenseNet201 SVM M87
15 0.6 ResNet50 SVM M43 20 0.7 ResNet50 SVM M88
15 0.6 VGG16 SVM M44 20 0.7 VGG16 SVM M89
15 0.6 VGG19 SVM M45 20 0.7 VGG19 SVM M90