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. 2020 Jul;190(7):1491–1504. doi: 10.1016/j.ajpath.2020.03.012

Table 5.

Performance Comparison of the Lymphocytes Detection Task between Saltz et al and Our Models

Method F1 score Accuracy AUC
Saltz et al31 0.770 74.9% 0.808
L-VGG16 0.891 88.4% 0.943
L-ResNet34 0.893 89.0% 0.950
L-Incepv4 0.879 87.5% 0.938

Bold numbers indicate the best results. L indicates the lymphocyte detection models. AUC, area under the receiver-operating characteristic curve; ResNet34, 34-layer ResNet; VGG16, 16-layer VGG.