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 |