Research Article

Small Object Detection Network Based on Feature Information Enhancement

Table 3

Test results on MS COCO 2017 test dev.

MethodBackboneSizemAP (%), IOUmAP (%), areaAR (%), area
0.5:0.950.50.75SMLSML

YOLOv3 [10]Darknet-53608 × 60833.057.934.418.335.441.9
YOLOv4 [11]CSPDarknet-53608 × 60841.262.844.320.444.456.0
SSD512 [7]VGG-16512 × 51228.848.530.310.931.843.516.546.660.8
RFB512 [17]VGG-16512 × 51234.455.736.417.637.049.727.352.365.4
RefineDet512 [41]VGG-16512 × 51233.054.535.516.336.344.3
DSSD513 [34]ResNet-101513 × 51333.253.335.213.035.451.521.849.166.4
DETR [44]ResNet-10142.062.444.220.545.861.1
SEFN512 [43]VGG-16512 × 51233.754.735.619.238.047.329.152.563.2
FIEN512VGG-16512 × 51234.854.837.320.640.048.230.555.064.3