Complexity / 2020 / Article / Tab 3

Review Article

Multiobject Detection Algorithm Based on Adaptive Default Box Mechanism

Table 3

AP results based on the MS COCO test set.

AlgorithmTraining setBasic networkPretrainingAPIoU (%)APArea (%)
AP0.5 ∼ 0.95AP0.5AP0.75APSAPMAPL

Faster RCNN [18]COCO trainvalVGGNetYes21.942.7
YOLO v2 [23]COCO trainval35kDarknet-19Yes21.64419.2522.435.5
SSD300 [26]COCO trainval35kVGGNetYes25.143.125.86.625.941.4
SSD512 [26]COCO trainval35kVGGNetYes28.848.530.310.931.843.5
DSSD321 [27]COCO trainval35kResNet-101Yes2846.129.27.428.147.6
DSSD513 [27]COCO trainval35kResNet-101Yes33.253.335.21335.451.1
RSSD300 [28]COCO trainval35kVGGNetYes27.345.828.97.227.846.8
RSSD512 [28]COCO trainval35kVGGNetYes32.852.734.712.434.650.7
Our SSD300COCO trainval35kVGGNetYes29.447.330.89.230.349.3
Our SSD512COCO trainval35kVGGNetYes35.354.836.414.337.253.2

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