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. 2021 Aug 9;21(16):5386. doi: 10.3390/s21165386

Table 6.

Classification performance of different deep learning models.

Metrics Non-Pre-Trained Models Pre-Trained Models
VGG-16 VGG-19 ResNet-50 Inception-V3 Inception ResNetV2 ‘Custom-Net’ VGG-16 VGG-19 ResNet-50 Inception-V3 Inception ResNetV2 ‘Custom-Net’ Model
Accuracy (%) 57.27 57.27 98.68 99.39 99.49 99.78 99.89 99.49 99.79 99.59 98.98 98.15
Precision (%) 100 100 99.29 99.11 99.64 99.29 99.82 99.29 99.64 98.64 99.58 99.10
Recall (%) 57.27 57.27 98.42 99.82 99.47 98.59 100 99.82 100 99.64 99.64 98.39
F1 score (%) 72.83 72.83 98.85 99.46 99.55 98.94 99.91 99.55 99.82 99.64 99.11 98.69