Complexity / 2020 / Article / Tab 2

Review Article

Multiobject Detection Algorithm Based on Adaptive Default Box Mechanism

Table 2

Results based on the PASCAL VOC 2012 test set.

AlgorithmTraining setPretrainingBasic networkFPSGPUInput imagemAP (%)mAR (%)

Faster RCNN [18]VOC 2012YesVGGNet9Titan X∼600 × 100073.261.3
Faster RCNN [18]VOC 2012YesResNet-1013Titan X∼600 × 100076.463.5
YOLO v2 [23]VOC 2012YesDarknet-1981Titan X352 × 35273.761.7
SSD300−S0 [26]VOC 2012NoVGGNet561080 Ti300 × 30069.658.2
SSD300 [26]VOC 2012YesVGGNet561080 Ti300 × 30077.268.3
SSD300+coco [26]VOC 2012 + COCOYesVGGNet561080 Ti300 × 30081.271.6
SSD512 [22]VOC 2012YesVGGNet381080 Ti512 × 51278.569.4
SSD512+coco [26]VOC 2012 + COCOYesVGGNet381080 Ti512 × 51283.272.5
DSSD321 [27]VOC 2012YesResNet-101121080 Ti321 × 32178.669.7
DSSD513 [27]VOC 2012YesResNet-10171080 Ti513 × 51381.572.4
RSSD300 [28]VOC 2012YesVGGNet411080 Ti300 × 30078.568.9
RSSD512 [28]VOC 2012YesVGGNet231080 Ti512 × 51280.871.2
Our SSD300−S0VOC 2012NoVGGNet471080 Ti300 × 30073.262.4
Our SSD300VOC 2012YesVGGNet471080 Ti300 × 30079.871.2
Our SSD300+cocoVOC 2012 + COCOYesVGGNet471080 Ti300 × 30083.474.1
Our SSD512VOC 2012YesVGGNet301080 Ti512 × 51282.473.6
Our SSD512+cocoVOC 2012 + COCOYesVGGNet301080 Ti512 × 51285.675.9

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