Table 4.
Method | TV | BM | T | CP | CSP | LS | mAP |
SSD | 40.56 | 82.75 | 72.61 | 54.21 | 63.43 | 75.41 | 64.66 |
YOLOv2 | 35.43 | 79.31 | 38.56 | 62.70 | 83.67 | 83.31 | 63.83 |
Faster R-CNN VGG16 | 73.56 | 94.65 | 93.41 | 80.59 | 87.35 | 94.78 | 87.39 |
Faster R-CNN Resnet50 | 72.48 | 95.40 | 92.78 | 85.47 | 84.71 | 95.31 | 87.69 |
Lin | 82.50 | 98.95 | 93.89 | 95.82 | 89.92 | 98.46 | 93.26 |
Non-NM | 71.42 | 94.38 | 89.92 | 82.45 | 86.78 | 92.45 | 86.23 |
Our method | 86.12 | 98.87 | 94.21 | 93.76 | 95.57 | 97.92 | 94.41 |
BM = brain midline, CP = choroid plexus, CSP = cavum septi pellucidi, LS = lateral sulcus, mAP = mean average precision, T = thalamus, TV = third ventricle.