Research Article

Monocular VO Based on Deep Siamese Convolutional Neural Network

Table 2

Mean errors of each method on testing sequences.

Seq.DSCNN-VOCNN-VOCNN-LSTM-VOVISO2_MVISO2_S
trelrreltrelrreltrelrreltrelrreltrelrrel

043.022.098.820.774.422.138.460.570.570.32
054.531.937.942.794.51.9911.174.042.331.10
094.691.428.483.115.351.6513.981.363.091.17
106.301.5410.042.938.061.9319.683.571.741.07
Mean4.641.758.822.415.581.9313.322.391.930.92

trel: average translational RMSE drift (%) at lengths of 100 m–800 m. rrel: average rotational RMSE drift (o/100 m) on lengths of 100 m–800 m.