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. 2024 Dec 6;24(23):7818. doi: 10.3390/s24237818

Table 4.

Summary performance index of transfer learning networks.

Transfer Learning Type CNN Batch Size Accuracy Precision Recall F1-Score Time (Min)
Fine-Tuning Resnet18 16 0.8517 0.98 0.60 0.75 12.7
32 0.8467 0.96 0.59 0.73 12.7
Resnet50 16 0.8628 0.99 0.63 0.77 17.2
32 0.8576 0.99 0.61 0.75 17.2
Fixed Feature Extraction Resnet18 16 0.7849 0.84 0.48 0.61 12.5
32 0.7849 0.86 0.44 0.58 12.7
Resnet50 16 0.7878 0.88 0.45 0.59 12.7
32 0.7878 0.90 0.43 0.58 12.7