Study on the Lightweighting Strategy of Target Detection Model with Deep Learning

Table 3

Performance comparison of different feature extraction networks in AI-TOD data set.

Network name	mAP (%)	AP50 (%)	AP75 (%)	APs (%)	APm (%)
Literature [23]	7.6	19.1	4.2	6.7	27.3
Literature [24]	7.1	18.5	4.5	6.5	26.5
Literature [25]	6.6	17.3	3.7	6.1	25.5
Literature [26]	6.4	15.5	3.3	5.5	23.9
Literature [27]	6.8	17.4	4.2	6.4	26.2
Proposed	8.4	19.3	5.5	7.2	20.4