[Retracted] Multiobject Detection Algorithm Based on Adaptive Default Box Mechanism

Table 4

AR results based on the MS COCO test set.

Algorithm	Training set	Basic network	Pretraining	ARDetections (%)			ARArea (%)
				AR5	AR8	AR12	ARS	ARM	ARL
YOLO v2 [23]	COCO trainval35k	Darknet-19	Yes	25.7	30.6	32.3	9.8	36.5	54.4
SSD300 [26]	COCO trainval35k	VGGNet	Yes	28.7	33.1	36.8	11.2	40.4	58.4
SSD512 [26]	COCO trainval35k	VGGNet	Yes	31.1	37.5	41.4	16.5	46.6	60.8
DSSD321 [27]	COCO trainval35k	ResNet-101	Yes	30.5	35.1	38.9	12.7	42	62.6
DSSD513 [27]	COCO trainval35k	ResNet-101	Yes	33.9	42.5	45.8	21.8	49.1	66.4
RSSD300 [28]	COCO trainval35k	VGGNet	Yes	30.2	34.6	38.2	12.1	41.2	61.8
RSSD512 [28]	COCO trainval35k	VGGNet	Yes	33.4	41.8	44.8	20.9	48.4	66.1
Our SSD300	COCO trainval35k	VGGNet	Yes	32.4	36.8	40.2	14.2	43.8	64.3
Our SSD512	COCO trainval35k	VGGNet	Yes	36.2	44.2	47.2	23.6	51.3	68.3