TABLE 1.
Performance of binary classification on the DFU infection dataset.
Network | Accuracy | Sensitivity | Precision | Specificity | F-measure | AUC score |
---|---|---|---|---|---|---|
ResNet-18 | 74.20 ± 1.25 | 76.66 ± 2.82 | 73.08 ± 4.13 | 71.98 ± 2.98 | 74.72 ± 2.08 | 82.23 ± 1.26 |
ResNet-50 | 73.79 ± 1.31 | 76.96 ± 3.13 | 72.33 ± 2.93 | 70.75 ± 0.92 | 74.50 ± 1.98 | 81.44 ± 1.60 |
ResNet-101 | 74.63 ± 0.98 | 75.97 ± 0.88 | 73.88 ± 2.65 | 73.26 ± 1.37 | 74.89 ± 1.63 | 82.52 ± 0.81 |
ResNet-152 | 74.82 ± 1.02 | 76.80 ± 0.67 | 73.82 ± 2.42 | 72.82 ± 1.95 | 75.25 ± 1.17 | 82.78 ± 0.85 |
RegNetY-4GF | 73.63 ± 1.50 | 75.92 ± 1.97 | 72.57 ± 2.72 | 71.37 ± 2.30 | 74.16 ± 1.53 | 81.33 ± 1.54 |
RegNetY-8GF | 74.85 ± 1.51 | 76.72 ± 2.18 | 73.91 ± 3.18 | 73.00 ± 2.66 | 75.24 ± 1.89 | 81.90 ± 1.60 |
RegNetY-16GF | 75.41 ± 0.95 | 77.42 ± 1.48 | 74.44 ± 2.61 | 73.51 ± 1.82 | 75.85 ± 0.75 | 83.02 ± 1.28 |
EfficientNet-B0 | 73.95 ± 1.06 | 77.81 ± 2.48 | 72.23 ± 3.51 | 70.19 ± 3.00 | 74.83 ± 1.75 | 81.77 ± 1.01 |
EfficientNet-B2 | 73.85 ± 1.21 | 77.64 ± 1.15 | 72.13 ± 3.34 | 70.09 ± 2.88 | 74.73 ± 1.70 | 81.58 ± 0.90 |
EfficientNet-B4 | 73.61 ± 1.17 | 77.24 ± 2.28 | 72.05 ± 3.78 | 70.16 ± 3.07 | 74.46 ± 1.66 | 81.70 ± 1.08 |
EfficientNet-B6 | 73.43 ± 0.54 | 75.77 ± 1.85 | 72.40 ± 3.30 | 71.29 ± 1.69 | 73.97 ± 1.14 | 80.98 ± 1.10 |
EfficientNet-B7 | 72.79 ± 1.53 | 72.14 ± 3.10 | 73.10 ± 2.60 | 73.43 ± 3.16 | 72.54 ± 1.67 | 80.08 ± 1.26 |
MoCo | 74.97 ± 2.01 | 74.06 ± 1.75 | 75.47 ± 4.37 | 75.96 ± 4.08 | 74.68 ± 2.22 | 82.77 ± 1.46 |
DeiT-S | 73.65 ± 0.64 | 77.22 ± 1.79 | 72.02 ± 3.18 | 70.14 ± 1.89 | 74.47 ± 1.62 | 80.90 ± 0.95 |
DeiT-B | 73.97 ± 0.83 | 78.09 ± 2.23 | 72.12 ± 3.40 | 69.97 ± 2.42 | 74.91 ± 1.63 | 81.58 ± 1.35 |
DeiT-S-D | 73.98 ± 1.97 | 78.06 ± 2.07 | 72.21 ± 4.28 | 70.09 ± 3.81 | 74.93 ± 2.23 | 81.51 ± 1.81 |
DeiT-B-D | 75.82 ± 1.96 | 79.96 ± 2.88 | 73.86 ± 3.33 | 71.88 ± 2.14 | 76.72 ± 2.11 | 83.26 ± 2.36 |
CKB-DeiT-S-D | 75.18 ± 1.27 | 76.91 ± 2.15 | 74.36 ± 3.79 | 73.54 ± 3.44 | 75.53 ± 1.78 | 82.66 ± 1.28 |
CKB-DeiT-B-D | 78.00 ± 0.93 | 79.16 ± 1.74 | 77.38 ± 2.68 | 77.00 ± 1.51 | 78.20 ± 0.94 | 84.78 ± 1.30 |