Research on Small Target Detection Technology Based on the MPH-SSD Algorithm

Table 2

Comparison of detection performance of different algorithms on the small target classes of PASCAL VOC dataset.

Methods	mAP (%)	Boat	Chair	Plant	Bottle
R-CNN [43]	53.3	36.8	27.9	29.5	35.9
Fast R-CNN [36]	70.0	52.3	44.2	35.1	38.7
SSD [40]	77.2	61.9	58.1	50.2	47.6
DSSD [41]	78.6	64.6	59.5	53.3	46.8
DF-SSD [43]	78.9	65.8	62.4	51.9	51.3
FSSD [42]	78.8	72.3	66.8	56.9	59.7
MPH-SSD	82.1	75.4	67.1	64.3	62.4