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. 2024 Aug 25;41(4):807–817. [Article in Chinese] doi: 10.7507/1001-5515.202308009

表 4. Comparative experiments of different models on the test set.

不同模型在测试集上的对比实验

模型名称 Acc Pre Sens Spec F1 参数量 计算量
MobileNetV2 80.52% 85.85% 83.18% 75.82% 84.49% 2.23M 426.15M
ConvNeXt 84.10% 94.14% 80.06% 91.21% 86.53% 27.82M 5 818.47M
FasterNet 83.10% 93.70% 78.82% 90.66% 85.62% 2.63M 443.13M
GhostNet 83.50% 89.67% 83.8% 82.97% 86.63% 6.08M 318.47M
EfficientNet 81.31% 94.51% 75.08% 92.31% 83.68% 4.01M 537.34M
LeViT 86.48% 94.70% 83.49% 91.97% 88.74% 7.00M 349.17M
MobileViT 87.87% 94.52% 85.98% 91.21% 90.05% 5.00M 1 785.98M
SlicerViT 90.66% 94.77% 90.36% 91.21% 92.50% 2.16M 279.10M