Table 6.
Analysis results of the original CovCT-Findings dataset performed by ResNet models (%).
Model | Class | Se | Sp | Pre | F-Scr | Acc | Overall Acc |
---|---|---|---|---|---|---|---|
ResNet-18 |
GGO | 98.47 | 88.46 | 89.58 | 93.81 | 93.48 | 92.08 |
GGON | 84.74 | 98.97 | 96.15 | 90.09 | 95.68 | ||
CPP | 88.23 | 99.56 | 93.75 | 90.90 | 98.78 | ||
Consolidation | 95.34 | 98.54 | 93.18 | 94.25 | 97.99 | ||
GGOC | 60 | 100 | 100 | 75 | 97.60 | ||
ResNet-50 | GGO | 97.70 | 95.16 | 95.52 | 96.60 | 96.47 | 92.83 |
GGON | 94.91 | 97.93 | 93.33 | 94.11 | 97.23 | ||
CPP | 88.23 | 99.56 | 93.75 | 90.90 | 98.79 | ||
Consolidation | 90.69 | 96.72 | 84.78 | 87.64 | 95.71 | ||
GGOC | 53.33 | 99.58 | 88.88 | 66.66 | 96.85 | ||
ResNet-101 | GGO | 99.23 | 100 | 100 | 99.61 | 99.61 | 98.11 |
GGON | 98.30 | 99.01 | 96.66 | 97.47 | 98.85 | ||
CPP | 100 | 100 | 100 | 100 | 100 | ||
Consolidation | 97.67 | 98.64 | 93.33 | 95.45 | 98.48 | ||
GGOC | 86.66 | 100 | 100 | 92.85 | 99.23 |