Complexity / 2020 / Article / Tab 4

Review Article

Multiobject Detection Algorithm Based on Adaptive Default Box Mechanism

Table 4

AR results based on the MS COCO test set.

AlgorithmTraining setBasic networkPretrainingARDetections (%)ARArea (%)
AR5AR8AR12ARSARMARL

YOLO v2 [23]COCO trainval35kDarknet-19Yes25.730.632.39.836.554.4
SSD300 [26]COCO trainval35kVGGNetYes28.733.136.811.240.458.4
SSD512 [26]COCO trainval35kVGGNetYes31.137.541.416.546.660.8
DSSD321 [27]COCO trainval35kResNet-101Yes30.535.138.912.74262.6
DSSD513 [27]COCO trainval35kResNet-101Yes33.942.545.821.849.166.4
RSSD300 [28]COCO trainval35kVGGNetYes30.234.638.212.141.261.8
RSSD512 [28]COCO trainval35kVGGNetYes33.441.844.820.948.466.1
Our SSD300COCO trainval35kVGGNetYes32.436.840.214.243.864.3
Our SSD512COCO trainval35kVGGNetYes36.244.247.223.651.368.3

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