Table 2 Performance of CAD-ReconNet training and testing
From: Three-dimensional reconstruction of industrial parts from a single image
Parameters | Minimum training loss | Maximum training accuracy | Minimum verification loss | Maximum verification accuracy | Maximum testing accuracy |
|---|---|---|---|---|---|
Hexagon head bolt | 0.1146 | 96.91% | 0.0704 | 97.69% | 97.92% |
Cylindrical gear | 0.2161 | 94.60% | 0.2239 | 91.75% | 89.29% |
Shoulder ring | 0.1164 | 97.50% | 0.0444 | 99.34% | 99.70% |
Hexagon nut | 0.1373 | 96.95% | 0.3928 | 87.46% | 81.85% |
Cylindrical roller bearing | 0.0782 | 98.49% | 0.0968 | 97.36% | 95.24% |