A Small Object Detection Algorithm Based on Modulated Deformable Convolution and Large Kernel Convolution

Table 2

The ablation study results.

	Methods	Parameters (M)	GFLOPs	mAP0.5 (%)	mAP0.95 (%)	Infer time (ms)
A	YOLOX	8.94	26.64	83.6	54.2	8.60
B	A + BigConv	36.85	106.33	85.1	57.0	13.16
C	A + BigGhost	21.46	63.78	84.1	54.0	10.88
D	A + DCNv2	9.03	26.79	82.4	55.9	9.73
E	D + BigGhost	21.55	63.93	88.3	56.7	12.84