TABLE 3.
LU | ME | LV | ST | PV | AB | KD | BN | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | 4 | 2 | 4 | 2 | 4 | 2 | 4 | 2 | 4 | 2 | 4 | 2 | 4 | 2 | 4 | |
Faster R-CNN | 71.83 | 76.62 | 72.06 | 77.13 | 71.80 | 77.96 | 66.67 | 70.95 | 71.12 | 75.88 | 71.43 | 76.25 | 54.83 | 60.62 | 46.79 | 51.72 |
Cascade R-CNN | 72.03 | 76.77 | 72.18 | 78.01 | 71.97 | 78.15 | 67.12 | 71.24 | 71.35 | 75.99 | 72.11 | 76.85 | 55.21 | 61.37 | 48.12 | 52.19 |
YOLO-v3 | 70.25 | 75.69 | 70.12 | 76.16 | 69.83 | 75.42 | 65.57 | 70.18 | 68.96 | 74.75 | 69.36 | 74.87 | 54.37 | 59.30 | 46.03 | 50.72 |
RetinaNet | 70.85 | 76.13 | 71.56 | 76.65 | 70.24 | 76.39 | 66.49 | 70.59 | 69.52 | 75.48 | 70.55 | 75.37 | 54.26 | 59.64 | 46.77 | 51.15 |
3DCE, 3slices | 76.03 | 82.43 | 77.13 | 83.34 | 76.05 | 83.09 | 70.18 | 75.69 | 76.67 | 81.38 | 77.93 | 83.01 | 59.57 | 65.09 | 50.64 | 57.90 |
FPN+3DCE, 3slices | 79.29 | 83.82 | 78.89 | 84.12 | 77.36 | 83.65 | 71.38 | 76.49 | 78.30 | 83.71 | 79.47 | 84.80 | 60.64 | 68.46 | 50.78 | 58.43 |
MVP-Net, 3slices | 84.72 | 89.10 | 84.62 | 86.41 | 83.94 | 88.99 | 77.24 | 79.67 | 83.07 | 86.64 | 85.41 | 87.14 | 65.51 | 69.70 | 51.52 | 57.38 |
Ours, 3slices | 87.13 | 91.66 | 87.68 | 91.77 | 88.59 | 91.53 | 77.89 | 81.38 | 85.12 | 87.52 | 86.53 | 91.59 | 65.09 | 68.46 | 63.36 | 67.33 |