Research Article
An Extremely Effective Spatial Pyramid and Pixel Shuffle Upsampling Decoder for Multiscale Monocular Depth Estimation
Table 1
Depth estimation comparisons of our methods and other advanced methods.
| Method | Errors | Accuracy (%) | rel | log10 | rms | | (%) | (%) |
| Liu et al. [7] | 0.230 | 0.095 | 0.824 | 61.4 | 88.3 | 97.1 | Xu et al. [25] | 0.163 | 0.069 | 0.655 | 70.6 | 92.5 | 98.5 | Li et al. [26] | 0.143 | 0.063 | 0.635 | 78.8 | 95.8 | 99.1 | Laina et al. [6] | 0.127 | 0.055 | 0.573 | 81.1 | 95.3 | 98.8 | Xu et al. [27] | 0.125 | 0.057 | 0.593 | 80.6 | 95.2 | 98.1 | Wofk et al. [8] | — | — | 0.604 | 77.1 | — | — | Cao et al. [28] | 0.132 | 0.057 | 0.538 | 83.1 | 96.2 | 98.8 | Xu et al. [9] | 0.149 | 0.062 | 0.495 | 80.5 | 96.2 | — | He et al. [11] | 0.145 | 0.062 | 0.514 | 80.5 | 96.2 | 99.2 | Dong et al. [29] | 0.146 | — | 0.537 | 79.9 | 95.1 | 98.8 | Ours | 0.141 | 0.060 | 0.503 | 81.3 | 96.0 | 99.0 |
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