Method | Benign | Malignant | Benign+ Malignant | ||||||
---|---|---|---|---|---|---|---|---|---|
APR | ARR | F1 | APR | ARR | F1 | APR | ARR | F1 | |
Auto ROI [21] | 66.95 | 14.16 | 23.38 | 78.22 | 19.23 | 30.87 | 71.86 | 16.36 | 26.65 |
Fast+ZFNet | 87.25 | 65.47 | 74.81 | 89.02 | 53.54 | 66.86 | 91.11 | 62.60 | 74.21 |
Fast+VGG16 | 90.17 | 66.39 | 76.47 | 71.00 | 40.83 | 51.84 | 88.70 | 61.97 | 72.96 |
Faster+ZFNet | 93.14 | 66.25 | 77.43 | 86.37 | 46.83 | 60.73 | 92.42 | 62.23 | 74.38 |
Faster+VGG16 | 93.01 | 67.08 | 77.95 | 90.36 | 52.05 | 66.05 | 92.37 | 62.54 | 74.58 |
YOLO | 95.59 | 68.85 | 80.05 | 96.46 | 57.73 | 72.23 | 96.81 | 65.83 | 78.37 |
YOLOv3 | 96.89 | 68.81 | 80.47 | 94.56 | 54.21 | 68.91 | 96.58 | 65.85 | 78.31 |
SSD300+ZFNet | 97.20 | 70.56 | 81.76 | 96.44 | 54.91 | 69.97 | 96.89 | 67.23 | 79.38 |
SSD300+VGG16 | 96.03 | 69.76 | 80.82 | 97.56 | 58.96 | 73.50 | 96.42 | 66.70 | 78.85 |
SSD500+ZFNet | 95.98 | 70.04 | 80.98 | 94.22 | 54.90 | 69.38 | 95.09 | 65.06 | 77.26 |
SSD500+VGG16 | 94.58 | 69.57 | 80.17 | 94.67 | 55.82 | 70.23 | 96.42 | 66.70 | 78.85 |