Research Article

An Approach to Improve SSD through Skip Connection of Multiscale Feature Maps

Table 5

Effect of different upsampling methods on model performance.

ModelDataPretrained modelUpsampling methodFPSmAP (%)

SKIPSSD07 + 12VGGNetDeconvolution + dilated convolution36.878.4
SKIPSSD07 + 12VGGNetBilinear interpolation38.779.0