Precision, recall, F1-score, accuracy, and AUC-ROC evaluated over the test subset for the 2cats (upper) and 5cats (bottom) classifications using the S2+C configuration.
| 2cats with S2+C . | |||
|---|---|---|---|
| Class | Precision | Recall | F1-score |
| 0: E–S0a | 0.85 | 0.86 | 0.85 |
| 1: Sa–Irr | 0.90 | 0.89 | 0.89 |
| Macro avg | 0.87 | 0.87 | 0.87 |
| Weighted avg | 0.88 | 0.88 | 0.88 |
| Accuracy: 0.88 | AUC-ROC: 0.95 | ||
| 5cats with S2+C | |||
| 0: E | 0.71 | 0.73 | 0.72 |
| 1: S0|$^-$|–S0a | 0.59 | 0.53 | 0.56 |
| 2: Sa–Sb | 0.63 | 0.64 | 0.64 |
| 3: Sbc–Scd | 0.67 | 0.73 | 0.70 |
| 4: Sd–Irr | 0.49 | 0.32 | 0.39 |
| Macro avg | 0.62 | 0.59 | 0.60 |
| Weighted avg | 0.64 | 0.65 | 0.64 |
| Accuracy: 0.65 | AUC-ROC: 0.90 | ||
| 2cats with S2+C . | |||
|---|---|---|---|
| Class | Precision | Recall | F1-score |
| 0: E–S0a | 0.85 | 0.86 | 0.85 |
| 1: Sa–Irr | 0.90 | 0.89 | 0.89 |
| Macro avg | 0.87 | 0.87 | 0.87 |
| Weighted avg | 0.88 | 0.88 | 0.88 |
| Accuracy: 0.88 | AUC-ROC: 0.95 | ||
| 5cats with S2+C | |||
| 0: E | 0.71 | 0.73 | 0.72 |
| 1: S0|$^-$|–S0a | 0.59 | 0.53 | 0.56 |
| 2: Sa–Sb | 0.63 | 0.64 | 0.64 |
| 3: Sbc–Scd | 0.67 | 0.73 | 0.70 |
| 4: Sd–Irr | 0.49 | 0.32 | 0.39 |
| Macro avg | 0.62 | 0.59 | 0.60 |
| Weighted avg | 0.64 | 0.65 | 0.64 |
| Accuracy: 0.65 | AUC-ROC: 0.90 | ||
Precision, recall, F1-score, accuracy, and AUC-ROC evaluated over the test subset for the 2cats (upper) and 5cats (bottom) classifications using the S2+C configuration.
| 2cats with S2+C . | |||
|---|---|---|---|
| Class | Precision | Recall | F1-score |
| 0: E–S0a | 0.85 | 0.86 | 0.85 |
| 1: Sa–Irr | 0.90 | 0.89 | 0.89 |
| Macro avg | 0.87 | 0.87 | 0.87 |
| Weighted avg | 0.88 | 0.88 | 0.88 |
| Accuracy: 0.88 | AUC-ROC: 0.95 | ||
| 5cats with S2+C | |||
| 0: E | 0.71 | 0.73 | 0.72 |
| 1: S0|$^-$|–S0a | 0.59 | 0.53 | 0.56 |
| 2: Sa–Sb | 0.63 | 0.64 | 0.64 |
| 3: Sbc–Scd | 0.67 | 0.73 | 0.70 |
| 4: Sd–Irr | 0.49 | 0.32 | 0.39 |
| Macro avg | 0.62 | 0.59 | 0.60 |
| Weighted avg | 0.64 | 0.65 | 0.64 |
| Accuracy: 0.65 | AUC-ROC: 0.90 | ||
| 2cats with S2+C . | |||
|---|---|---|---|
| Class | Precision | Recall | F1-score |
| 0: E–S0a | 0.85 | 0.86 | 0.85 |
| 1: Sa–Irr | 0.90 | 0.89 | 0.89 |
| Macro avg | 0.87 | 0.87 | 0.87 |
| Weighted avg | 0.88 | 0.88 | 0.88 |
| Accuracy: 0.88 | AUC-ROC: 0.95 | ||
| 5cats with S2+C | |||
| 0: E | 0.71 | 0.73 | 0.72 |
| 1: S0|$^-$|–S0a | 0.59 | 0.53 | 0.56 |
| 2: Sa–Sb | 0.63 | 0.64 | 0.64 |
| 3: Sbc–Scd | 0.67 | 0.73 | 0.70 |
| 4: Sd–Irr | 0.49 | 0.32 | 0.39 |
| Macro avg | 0.62 | 0.59 | 0.60 |
| Weighted avg | 0.64 | 0.65 | 0.64 |
| Accuracy: 0.65 | AUC-ROC: 0.90 | ||
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