[Retracted] Weakly Supervised Real-Time Object Detection Based on Salient Map Extraction and the Improved YOLOv5 Model

Table 2

Object detection results of different methods on PASCAL VOC 2007 dataset.

	SVM [4]	WSDDN [8]	OICR [10]	PCL [14]	MELM [15]	Proposed method
Aeroplane	46.2	46.3	57.5	57.1	61.9	56.8
Bike	46.9	58.3	62.1	67.1	65.0	65.3
Bird	24.1	35.6	35.0	40.9	48.2	37.7
Boat	16.4	24.9	18.9	16.9	28.2	19.9
Bottle	12.2	15.0	16.4	18.8	20.4	16.5
Bus	42.1	66.9	64.1	65.1	65.8	63.9
Car	47.2	51.0	60.9	63.7	68.7	61.2
Cat	34.2	39.0	34.4	45.3	41.3	37.7
Chair	8.8	8.9	9.2	17.0	20.8	14.8
Cow	28.5	41.8	50.7	56.7	57.3	51.7
Table	11.7	24.6	41.0	48.9	42.0	42.2
Dog	21.7	38.6	31.2	33.2	42.1	30.8
Horse	30.5	44.7	52.0	54.4	46.3	51.9
Motorbike	42.4	59.0	63.7	68.3	68.4	65.0
Person	7.8	11.8	14.7	16.8	16.7	15.1
Plant	21.0	17.3	23.0	25.7	24.7	22.2
Sheep	26.6	39.7	41.7	45.8	55.1	43.6
Sofa	22.6	49.6	48.4	52.2	47.7	50.5
Train	33.9	56.8	58.9	59.1	59.1	57.7
TV	20.6	50.8	58.7	62.0	62.7	60.8
mAP	27.7	39.2	42.0	45.8	47.1	43.3