Table 2 CNN model results on original and augmented datasets.
From: Developing an innovative lung cancer detection model for accurate diagnosis in AI healthcare systems
Dataset | PR | Metrics | |||||
---|---|---|---|---|---|---|---|
OP | Lr | Ac (%) | Sn (%) | Sp (%) | Pr (%) | FS (%) | |
Original | sgd | 0.0001 | 96.12 | 95.24 | 93.02 | 98.87 | 97.73 |
– | adam | – | 96.89 | 1005 | 00.78 | 99.457 | 98.78 |
Augmented | sgd | 0.0001 | 96.78 | 98.54 | 99.78 | 99.23 | 98.03 |
– | adam | – | 97.02 | 100.00 | 97.30 | 99.89 | 98.88 |