Research Article
Object Detection through Modified YOLO Neural Network
Table 6
Pascal VOC 2012 comparative test results.
| VOC 2012 | R-CNN | YOLOv1 | The modified YOLOv1 |
| Aero | 68.1 | 77 | 76.1 | Bike | 63.8 | 64.2 | 67.8 | Bird | 46.1 | 57.7 | 58 | Boat | 29.4 | 38.3 | 39.9 | Bottle | 27.9 | 22.7 | 24.2 | Bus | 56.6 | 68.3 | 68.9 | Car | 57 | 55.9 | 57.6 | Cat | 65.9 | 81.4 | 82.5 | Chair | 26.5 | 36.2 | 36.3 | Cow | 48.7 | 60.8 | 61.1 | Table | 39.5 | 48.5 | 49.1 | Dog | 66.2 | 77.2 | 80.3 | Horse | 57.3 | 72.3 | 72.7 | M-bike | 65.4 | 71.3 | 71.9 | Person | 53.2 | 63.5 | 64.2 | Plant | 26.2 | 28.9 | 29 | Sheep | 54.5 | 52.2 | 54.5 | Sofa | 38.1 | 54.8 | 55.2 | Train | 50.6 | 73.9 | 73.9 | TV | 51.6 | 50.8 | 51.7 | Average recognition rate | 49.6 | 57.9 | 58.7 |
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