From: Deep convolutional neural network based medical image classification for disease diagnosis
Model | Normal vs pneumonia | Bacteria vs virus | ||||
---|---|---|---|---|---|---|
Accuracy | Specificity | Recall | Accuracy | Specificity | Recall | |
Baseline | 0.776 | 0.809 | 0.776 | 0.643 | 0.64 | 0.585 |
VGG16 [34]a | 0.923 | 0.926 | 0.923 | 0.923 | 0.909 | 0.85 |
VGG16 [38]b | 0.938 | 0.944 | 0.938 | 0.915 | 0.917 | 0.879 |
Inception V3 | 0.869 | 0.854 | 0.869 | 0.851 | 0.86 | 0.779 |
CapsNet | 0.824 | 0.846 | 0.824 | 0.862 | 0.875 | 0.785 |
Stateof-art [3]c | 0.928 | 0.901 | 0.932 | 0.907 | 0.909 | 0.886 |