Table 3 Recognition results of reducing deep features to different dimensions using PCA.
From: Research on lung nodule recognition algorithm based on deep feature fusion and MKL-SVM-IPSO
Network | Dimension | ACC (%) | SEN (%) | SEN (%) |
|---|---|---|---|---|
AE-VGG16 | 98 | 98.25 | 97.99 | 0.9845 |
196 | 98.95 | 98.41 | 0.9904 | |
294 | 97.11 | 98.5 | 0.9731 | |
AE-VGG19 | 98 | 99.39 | 99.84 | 0.9945 |
196 | 98.51 | 98.95 | 0.9873 | |
294 | 95 | 98.79 | 0.9584 |
