Research on Intelligent Video Detection of Small Targets Based on Deep Learning Intelligent Algorithm

Table 5

The accuracy of target detection corresponding to different batches.

Bulk	30	25	20	Bulk	30	25	20
Aircraft	83.6	82.1	80.1	Dogs	87	82.7	83.1
Bicycles	85.1	82.7	83.1	Ma	83.1	84.1	84.9
Bird	73.5	72.5	75.9	Motorcycle	81.3	79	82.6
Boat	60.6	66.5	64.3	People	80.5	76	78.5
Bottle	46.2	47.2	51.3	Potted plants	45.9	45.8	48.2
Buses	82.4	81.8	81.2	Sheep	75.2	74.7	73.4
Small cars	81.5	83.8	81.9	Sofa	78.5	75.9	75.3
Cat	89.2	84.3	86.4	Trains	83.9	85.2	82.5
Chairs	55	58.4	54.4	Monitors	72.5	73.7	74.8
Dairy cattle	79	79.4	80.3	mAP	74.89	74.6	74.8
Dining table	73.8	76.1	73.8	—	—	—	—