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. 2023 Oct 23;13:18102. doi: 10.1038/s41598-023-44653-y

Table 3.

Summary of different tasks along with datasets, type of task and loss functions.

Task Dataset Type of task Loss function (LDtt(x,y))
COVID-19 COVID-Net Classification -ylog(ft(g(x)))+(1-y)log(1-ft(g(x)))
Infilteration NIH
Effusion NIH
Atelectasis NIH
Nodule NIH
Bounding box detection RSNA Regression (fbbox(g(x))-y)2+R(fbbox)