Table 9.
Fold | Network | Correct classified images | Wrong classified images | COVID correct classified | COVID not classified | Wrong classified as COVID | Normal correct classified | Normal not classified | Wrong classified as normal | Overall accuracy | COVID accuracy | Normal accuracy | COVID sensitivity | Normal sensitivity | COVID specificity | Normal specificity | COVID precision | Normal precision |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Our model | 8214 | 108 | 436 | 26 | 82 | 7778 | 82 | 26 | 0.987 | 0.987 | 0.987 | 0.9437 | 0.9896 | 0.9896 | 0.9437 | 0.8417 | 0.9967 | |
1 | Xception | 8165 | 157 | 456 | 6 | 151 | 7709 | 151 | 6 | 0.9811 | 0.9811 | 0.9811 | 0.987 | 0.9808 | 0.9808 | 0.987 | 0.7512 | 0.9992 |
ResNet50V2 | 8169 | 153 | 453 | 9 | 144 | 7716 | 144 | 9 | 0.9816 | 0.9816 | 0.9816 | 0.9805 | 0.9817 | 0.9817 | 0.9805 | 0.7588 | 0.9988 | |
Our model | 8215 | 128 | 443 | 22 | 106 | 7772 | 106 | 22 | 0.9847 | 0.9847 | 0.9847 | 0.9527 | 0.9865 | 0.9865 | 0.9527 | 0.8069 | 0.9972 | |
2 | Xception | 7921 | 422 | 458 | 7 | 415 | 7463 | 415 | 7 | 0.9494 | 0.9494 | 0.9494 | 0.9849 | 0.9473 | 0.9473 | 0.9849 | 0.5246 | 0.9991 |
ResNet50V2 | 8109 | 234 | 456 | 9 | 225 | 7653 | 225 | 9 | 0.972 | 0.972 | 0.972 | 0.9806 | 0.9714 | 0.9714 | 0.9806 | 0.6696 | 0.9988 | |
Our model | 8143 | 186 | 427 | 19 | 167 | 7716 | 167 | 19 | 0.9777 | 0.9777 | 0.9777 | 0.9574 | 0.9788 | 0.9788 | 0.9574 | 0.7189 | 0.9975 | |
3 | Xception | 8113 | 216 | 434 | 12 | 204 | 7679 | 204 | 12 | 0.9741 | 0.9741 | 0.9741 | 0.9731 | 0.9741 | 0.9741 | 0.9731 | 0.6803 | 0.9984 |
ResNet50V2 | 8079 | 250 | 439 | 7 | 243 | 7640 | 243 | 7 | 0.97 | 0.97 | 0.97 | 0.9843 | 0.9692 | 0.9692 | 0.9843 | 0.6437 | 0.9991 | |
Our model | 8205 | 110 | 442 | 17 | 93 | 7763 | 93 | 17 | 0.9868 | 0.9868 | 0.9868 | 0.963 | 0.9882 | 0.9882 | 0.963 | 0.8262 | 0.9978 | |
4 | Xception | 7854 | 461 | 449 | 10 | 451 | 7405 | 451 | 10 | 0.9446 | 0.9446 | 0.9446 | 0.9782 | 0.9426 | 0.9426 | 0.9782 | 0.4989 | 0.9987 |
ResNet50V2 | 8166 | 149 | 439 | 20 | 129 | 7727 | 129 | 20 | 0.9821 | 0.9821 | 0.9821 | 0.9564 | 0.9836 | 0.9836 | 0.9564 | 0.7729 | 0.9974 | |
Our model | 8141 | 94 | 419 | 31 | 63 | 7722 | 63 | 31 | 0.9886 | 0.9886 | 0.9886 | 0.9311 | 0.9919 | 0.9919 | 0.9311 | 0.8693 | 0.996 | |
5 | Xception | 8058 | 177 | 440 | 10 | 167 | 7618 | 167 | 10 | 0.9785 | 0.9785 | 0.9785 | 0.9778 | 0.9785 | 0.9785 | 0.9778 | 0.7249 | 0.9987 |
ResNet50V2 | 7991 | 244 | 449 | 1 | 243 | 7542 | 243 | 1 | 0.9704 | 0.9704 | 0.9704 | 0.9978 | 0.9688 | 0.9688 | 0.9978 | 0.6488 | 0.9999 | |
Our model | 8183.6 | 125.2 | 433.4 | 23 | 102.2 | 7750.2 | 102.2 | 23 | 0.9849 | 0.9849 | 0.9849 | 0.9496 | 0.987 | 0.987 | 0.9496 | 0.8126 | 0.997 | |
Avg | Xception | 8022.2 | 286.6 | 447.4 | 9 | 277.6 | 7574.8 | 277.6 | 9 | 0.9655 | 0.9655 | 0.9655 | 0.9802 | 0.9647 | 0.9647 | 0.9802 | 0.636 | 0.9988 |
ResNet50V2 | 8102.8 | 206 | 447.2 | 9.2 | 196.8 | 7655.6 | 196.8 | 9.2 | 0.9752 | 0.9752 | 0.9752 | 0.9799 | 0.9749 | 0.9749 | 0.9799 | 0.6988 | 0.9988 |
The bold values show the maximum value in a column.