Research Article

Glass Refraction Distortion Object Detection via Abstract Features

Table 5

A number of parameters of different algorithms and average detection results in multiple environments (black font indicates the best data, underlined font indicates second best, Ours-1 freezes distorted image reconstruction module).

AlgorithmsFLOPsParametersAverage AccAverage IoU

Deep face2.7 G114.44 M79.31%0.77
VGG face1.6 G131.94 M80.64%0.76
TBE-CNN1.75 G12.29 M84.14%0.81
DA-GAN2.5 G27.38 M88.00%0.85
PEN-3D2.55 G4.46 M84.06%0.81
LMZMPM0.72 G59.48 M91.16%0.85

Ours1.44 G5.13 M92.57%0.88
Ours-185.24%0.80