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