Research Article
[Retracted] Automated COVID-19 Classification Using Heap-Based Optimization with the Deep Transfer Learning Model
Table 1
Result analysis of the HBODTL-DC technique with various measures and runs.
| Class labels | Accuracy | Precision | Sensitivity | Specificity | F-score |
| Run-1 | COVID-19 | 99.41 | 99.20 | 99.38 | 99.43 | 99.29 | Healthy | 99.24 | 99.53 | 98.64 | 99.67 | 99.08 | Viral pneumonia | 99.47 | 97.66 | 99.33 | 99.50 | 98.49 | Average | 99.38 | 98.80 | 99.12 | 99.54 | 98.95 |
| Run-2 | COVID-19 | 99.51 | 99.32 | 99.50 | 99.52 | 99.41 | Healthy | 99.45 | 99.66 | 99.01 | 99.76 | 99.33 | Viral pneumonia | 99.58 | 98.24 | 99.33 | 99.63 | 98.78 | Average | 99.51 | 99.07 | 99.28 | 99.64 | 99.17 |
| Run-3 | COVID-19 | 99.72 | 99.69 | 99.63 | 99.78 | 99.66 | Healthy | 99.73 | 100.00 | 99.35 | 100.00 | 99.67 | Viral pneumonia | 99.70 | 98.32 | 100.00 | 99.64 | 99.15 | Average | 99.72 | 99.34 | 99.66 | 99.81 | 99.49 |
| Run-4 | COVID-19 | 99.88 | 99.75 | 99.97 | 99.82 | 99.86 | Healthy | 99.95 | 99.97 | 99.91 | 99.98 | 99.94 | Viral pneumonia | 99.94 | 100.00 | 99.63 | 100.00 | 99.81 | Average | 99.92 | 99.91 | 99.83 | 99.93 | 99.87 |
| Run-5 | COVID-19 | 99.81 | 99.66 | 99.88 | 99.76 | 99.77 | Healthy | 99.87 | 99.88 | 99.81 | 99.91 | 99.84 | Viral pneumonia | 99.88 | 99.85 | 99.48 | 99.97 | 99.66 | Average | 99.85 | 99.80 | 99.72 | 99.88 | 99.76 |
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