Table 2

Results of low-voltage areas prediction

 AUROCSensitivitySpecificityAccuracyF1 score
Hold test
 DR-FLASH0.6010.4330.7680.5560.553
 APPLE0.5890.8580.3190.6610.763
 CNN-Image0.7030.8570.3960.6350.709
 CNN-Multimodal0.8160.9290.5050.7250.778
 CNN-RF-Multimodal0.7960.9390.4290.6930.760
Extend test
 DR-FLASH0.5940.2610.9280.7610.353
 APPLE0.6670.3910.9420.8040.500
 CNN-Image0.7110.8040.3910.5000.460
 CNN-Multimodal0.7850.9340.2340.4200.460
 CNN-RF-Multimodal0.8790.9780.3050.4830.500
 AUROCSensitivitySpecificityAccuracyF1 score
Hold test
 DR-FLASH0.6010.4330.7680.5560.553
 APPLE0.5890.8580.3190.6610.763
 CNN-Image0.7030.8570.3960.6350.709
 CNN-Multimodal0.8160.9290.5050.7250.778
 CNN-RF-Multimodal0.7960.9390.4290.6930.760
Extend test
 DR-FLASH0.5940.2610.9280.7610.353
 APPLE0.6670.3910.9420.8040.500
 CNN-Image0.7110.8040.3910.5000.460
 CNN-Multimodal0.7850.9340.2340.4200.460
 CNN-RF-Multimodal0.8790.9780.3050.4830.500

CNN, convolutional neural network; RF, random forest.

Table 2

Results of low-voltage areas prediction

 AUROCSensitivitySpecificityAccuracyF1 score
Hold test
 DR-FLASH0.6010.4330.7680.5560.553
 APPLE0.5890.8580.3190.6610.763
 CNN-Image0.7030.8570.3960.6350.709
 CNN-Multimodal0.8160.9290.5050.7250.778
 CNN-RF-Multimodal0.7960.9390.4290.6930.760
Extend test
 DR-FLASH0.5940.2610.9280.7610.353
 APPLE0.6670.3910.9420.8040.500
 CNN-Image0.7110.8040.3910.5000.460
 CNN-Multimodal0.7850.9340.2340.4200.460
 CNN-RF-Multimodal0.8790.9780.3050.4830.500
 AUROCSensitivitySpecificityAccuracyF1 score
Hold test
 DR-FLASH0.6010.4330.7680.5560.553
 APPLE0.5890.8580.3190.6610.763
 CNN-Image0.7030.8570.3960.6350.709
 CNN-Multimodal0.8160.9290.5050.7250.778
 CNN-RF-Multimodal0.7960.9390.4290.6930.760
Extend test
 DR-FLASH0.5940.2610.9280.7610.353
 APPLE0.6670.3910.9420.8040.500
 CNN-Image0.7110.8040.3910.5000.460
 CNN-Multimodal0.7850.9340.2340.4200.460
 CNN-RF-Multimodal0.8790.9780.3050.4830.500

CNN, convolutional neural network; RF, random forest.

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