Research Article
Object Detection through Modified YOLO Neural Network
Table 5
Pascal VOC 2007 comparison test results.
| VOC 2007 | R-CNN | YOLOv1 | The modified YOLOv1 |
| Aero | 63.5 | 78 | 77.9 | Bike | 66 | 74.2 | 77.6 | Bird | 47.9 | 61.3 | 63.7 | Boat | 37.7 | 45.7 | 47.6 | Bottle | 29.9 | 42.7 | 44.8 | Bus | 62.5 | 68.2 | 70.7 | Car | 70.2 | 66.8 | 68.9 | Cat | 60.2 | 80.2 | 85.3 | Chair | 32 | 40.6 | 42.2 | Cow | 57.9 | 70 | 71.9 | Table | 47 | 49.8 | 51.2 | Dog | 53.5 | 79 | 81.9 | Horse | 60.1 | 74.5 | 77.5 | M-bike | 64.2 | 77.9 | 78.7 | Person | 52.2 | 64 | 68.6 | Plant | 31.3 | 35.3 | 37.1 | Sheep | 55 | 67.9 | 71.8 | Sofa | 50 | 55.7 | 58.4 | Train | 57.7 | 68.7 | 71 | TV | 63 | 62.6 | 64.6 | Average recognition rate | 53.1 | 63.4 | 65.6 |
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