Research Article
Monocular VO Based on Deep Siamese Convolutional Neural Network
Table 2
Mean errors of each method on testing sequences.
| Seq. | DSCNN-VO | CNN-VO | CNN-LSTM-VO | VISO2_M | VISO2_S | trel | rrel | trel | rrel | trel | rrel | trel | rrel | trel | rrel |
| 04 | 3.02 | 2.09 | 8.82 | 0.77 | 4.42 | 2.13 | 8.46 | 0.57 | 0.57 | 0.32 | 05 | 4.53 | 1.93 | 7.94 | 2.79 | 4.5 | 1.99 | 11.17 | 4.04 | 2.33 | 1.10 | 09 | 4.69 | 1.42 | 8.48 | 3.11 | 5.35 | 1.65 | 13.98 | 1.36 | 3.09 | 1.17 | 10 | 6.30 | 1.54 | 10.04 | 2.93 | 8.06 | 1.93 | 19.68 | 3.57 | 1.74 | 1.07 | Mean | 4.64 | 1.75 | 8.82 | 2.41 | 5.58 | 1.93 | 13.32 | 2.39 | 1.93 | 0.92 |
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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.
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