Table 2 Small object detection results on PASCAL VOC2007
From: On development of security monitoring system via wireless sensing network
Method | mAP | Aero | Bike | Bird | Boat | Bottle | Bus | Car | Cat | Chair | Cow | able | Dog | Horse | Mbike | Person | Plant | Sheep | Sofa | Train | Tv |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Faster R-CNN | 73.2 | 76.2 | 79 | 70.9 | 65.5 | 52.1 | 83.1 | 84.7 | 86.4 | 52.0 | 81.9 | 65.7 | 84.8 | 84.6 | 77.5 | 76.7 | 38.8 | 73.6 | 73.9 | 83.0 | 72.6 |
YOLO v2 | 73.4 | 86.3 | 82 | 74.8 | 59.2 | 51.8 | 79.8 | 76.5 | 90.6 | 52.1 | 78.2 | 58.5 | 89.3 | 82.5 | 83.4 | 81.3 | 49.1 | 77.2 | 62.4 | 83.8 | 68.7 |
SSD300 | 74.3 | 75.5 | 80.2 | 72.3 | 66.3 | 47.6 | 83.0 | 84.2 | 86.1 | 54.7 | 78.3 | 73.9 | 84.5 | 85.3 | 82.6 | 76.2 | 48.6 | 73.9 | 76.0 | 83.4 | 74.0 |
SSD512 | 76.8 | 82.4 | 84.7 | 78.4 | 73.8 | 53.2 | 86.2 | 87.5 | 86.0 | 57.8 | 83.1 | 70.2 | 84.9 | 85.2 | 83.9 | 79.7 | 50.3 | 77.9 | 73.9 | 82.5 | 75.3 |
Our model300 | 74.8 | 74.6 | 81.3 | 74.3 | 65.6 | 54.6 | 82.3 | 83.6 | 85.7 | 59.5 | 77.2 | 75.8 | 84.6 | 83.3 | 81.7 | 77.2 | 49.6 | 74.9 | 75.3 | 81.4 | 74.6 |
Our model512 | 78.3 | 84.7 | 85.4 | 78.8 | 70.4 | 55.4 | 83.9 | 87.5 | 86.9 | 59.2 | 82.8 | 74.3 | 85.7 | 88.1 | 85.7 | 82.9 | 55.5 | 79.7 | 74.3 | 84.9 | 77.3 |