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