Table 3.
CNN | HOG | Geometrical | HOG + Geometrical |
CNN + Geometrical |
CNN + HOG |
CNN + HOG + Geometrical |
||
---|---|---|---|---|---|---|---|---|
Accuracy | ||||||||
Left | 0.85±1.8e-2 | ^#*0.77±2.3e-2 | ^*0.78±1.5e-2 | ^*0.79±2.7e-2 | 0.87±1.5e-2 | *0.84±1.4e-2 | 0.84±1.6e-2 | |
Right | *0.75±2.0e-2 | *0.74±2.5e-2 | ^#*0.67±1.7e-2 | *0.74±2.4e-2 | *0.74±2.1e-2 | 0.81±1.8e-2 | 0.81±1.8e-2 | |
Bilateral | *0.85±1.2e-2 | ^#*0.78±2.4e-2 | ^#*0.76±1.8e-2 | ^*0.79±2.3e-2 | *0.85±1.4e-2 | *0.86±2.1e-2 | 0.87±2.1e-2 | |
AUC | ||||||||
Left | *0.88±0.8e-2 | ^#*0.84±1.5e-2 | ^#*0.80±0.9e-2 | ^*0.86±1.5e-2 | *0.88±0.9e-2 | *0.92±0.8e-2 | 0.92±0.7e-2 | |
Right | *0.83±1.3e-2 | *0.83±1.6e-2 | ^#*0.67±1.7e-2 | *0.83±1.6e-2 | *0.83±1.2e-2 | 0.88±1.0e-2 | 0.88±1.1e-2 | |
Bilateral | *0.89±0.8e-2 | ^#*0.87±1.6e-2 | ^#*0.82±1.3e-2 | ^*0.87±1.5e-2 | *0.89±0.8e-2 | *0.92±0.7e-2 | 0.92±0.7e-2 | |
Specificity | ||||||||
Left | *0.80±2.6e-2 | ^*0.70±3.9e-2 | ^#*0.63±2.9e-2 | ^*0.71±4.3e-2 | *0.82±2.6e-2 | *0.83±1.9e-2 | 0.84±2.2e-2 | |
Right | *0.66±2.6e-2 | ^*0.63±4.3e-2 | ^#*0.45±2.3e-2 | ^*0.62±4.2e-2 | *0.65±2.7e-2 | 0.74±2.6e-2 | 0.74±2.6e-2 | |
Bilateral | *0.83±1.4e-2 | ^#*0.78±3.3e-2 | ^#*0.62±3.2e-2 | ^*0.79±3.3e-2 | *0.82±1.8e-2 | 0.88±2.6e-2 | 0.88±2.6e-2 | |
Sensitivity | ||||||||
Left | 0.89±2.2e-2 | ^#*0.82±2.6e-2 | 0.90±1.4e-2 | ^0.84±2.7e-2 | 0.91±1.4e-2 | *0.84±1.7e-2 | 0.85±1.8e-2 | |
Right | *0.83±2.8e-2 | *0.84±2.5e-2 | 0.88±2.1e-2 | *0.85±2.4e-2 | *0.83±3.1e-2 | 0.88±2.0e-2 | 0.88±2.1e-2 | |
Bilateral | 0.86±1.9e-2 | ^#*0.78±2.9e-2 | 0.86±1.8e-2 | ^*0.79±2.9e-2 | 0.87±1.9e-2 | *0.85±2.6e-2 | 0.86±2.6e-2 |
CNN + HOG + Geometrical better than others; Wilcoxon signed-rank test, p<0.001
CNN better than HOG, Geometrical, and HOG + Geometrical; Wilcoxon signed-rank test, p<0.001
HOG + Geometrical better than HOG or Geometrical alone; Wilcoxon signed-rank test, p<0.001