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. 2022 Aug 9;22:143. doi: 10.1186/s12880-022-00871-w

Table 1.

Comparison of parameters, FLOPs, and accuracy for tested network architectures on the ISIC dataset

Paper Architecture Parameters (M) FLOPs (G) Accuracy (%)
Budhiman et al. [19] ResNet-50 [38] 23.52 7.72 78.3
Demir et al. [20] Inception V3 [18] 23.80 43.6 84.2
Hassan et al. [58] DenseNet-121 [57] 7.00 2.80 83.9
Ech-Cherif et al. [59] MobileNetV2 [45] 4.20 0.57 83.9
Cancer-Net SCa-A 13.65 4.66 83.7
Cancer-Net SCa-B 0.80 0.43 84.4
Cancer-Net SCa-C 1.19 0.40 83.9

Best results highlighted in bold