Table 11.
Categories | LIM vs. SVM |
LIM vs. AlexNet |
LIM vs. LeNet |
LIM vs. ResNet |
CNN-DNN vs. SVM |
CNN-DNN vs. AlexNet |
CNN-DNN vs. LeNet |
CNN-DNN vs. ResNet |
|
---|---|---|---|---|---|---|---|---|---|
Normal/Abnormal
Classification |
Generalization | ** 0.03 | ** 1.48 × 10 | 0.94 | ** 0.02 | 0.07 | ** 2.33 × 10 | 0.70 | ** 0.0009 |
Range Based Classification | Male (20–70) | 0.24 | * 0.06 | 0.34 | ** 0.04 | 0.24 | * 0.06 | 0.34 | ** 0.04 |
Female (50–70) | 0.10 | * 0.06 | 0.11 | * 0.06 | 1 | 0.35 | 0.33 | 0.17 | |
Female (20–70) | 0.35 | ** 0.04 | 0.1 | ** 0.04 | 0.21 | * 0.09 | 0.18 | 0.18 | |
Male (10–80) | ** 0.02 | * 0.06 | 0.76 | ** 0.04 | 1 | ** 0.03 | 0.13 | ** 0.03 | |
Female (10–80) | * 0.08 | * 0.08 | * 0.08 | ** 0.04 | 0.14 | * 0.08 | 0.14 | ** 0.03 | |
Male + Female (20–70) |
** 0.03 | ** 0.02 | 1 | ** 0.02 | 1 | ** 0.03 | 0.28 | ** 0.03 | |
Male + Female (10–80) |
**0.02 | * 0.08 | 0.86 | ** 0.02 | 0.33 | 0.13 | 0.71 | 0.46 |