Table 3 The scores of transfer learning on high-entropy alloys dataset under fivefold cross-validation with three data representations.

From: A general and transferable deep learning framework for predicting phase formation in materials

Data representation

Transfer from

Accuracy

Precision

Recall

F1 score

Periodic table representation

CNN3

0.935

0.940

0.935

0.934

Randomized periodic table representation

CNN2

0.854

0.837

0.854

0.831

Atom table representation

CNN1

0.884

0.888

0.884

0.875