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. 2024 Apr 19;14:9013. doi: 10.1038/s41598-024-59248-4

Table 3.

DenseNet161 model comparison between top-ranking 2-class and equivalent 3-class variant.

Model Hyperparameters Validation Performance (μ±95CI)
Binary vs. Multiclass InputShape Num. Epochs Batch Size AUC Accuracy F1 Score Sensitivity/Recall Specificity Precision
2-Class 128 × 128 300 32 0.9128 ± 0.0052 0.8403 ± 0.0076 0.7630 ± 0.017 0.7739 ± 0.0199 0.8735 ± 0.0128 0.7580 ± 0.0231
3-Class 128 × 128 300 32 0.7546 ± 0.0151 0.7246 ± 0.0118 0.3820 ± 0.0436 0.4148 ± 0.0250 0.8605 ± 0.0153 0.3694 ± 0.0469