TABLE II. Rows 1--5: Quantitative Results of Pneumonia Detection in COVID-19 and Pneumonia Patients Over Three Datasets. Rows 6--9: Comparison of the Severity Scoring Performance Metrics of Our Method After the First/Second Stage With/Without Lung Segmentation Improvement.
1 | Dataset 1 | 0.93 | 0.86 | 0.86 | 0.87 | 0.85 |
2 | Dataset 2 | 0.94 | 0.89 | 0.90 | 0.86 | 0.91 |
3 | Dataset 3 | 0.98 | 0.94 | 0.98 | 0.92 | 0.97 |
4 | Dataset 3 [9] | — | 0.95 | 0.95 | 0.95 | 0.95 |
5 | Dataset 3 using ResNet50* | — | 0.91 | 0.88 | 0.98 | 0.80 |
6 | DLNet-1 + LSNet | 0.75 | 0.38 | |||
7 | DLNet-2 + LSNet | 0.79 | 0.59 | |||
8 | DLNet-2 + LSNet-Aug | 0.83 | 0.67 | |||
9 | Cohen et al. [27]** | 0.80 | 0.60 |
*Results are taken from [9].
**Results are reported only for 50 test images of Dataset 2, the remaining were used for training.