Table 5.
Root mean square error scores on test set and times for training.
| Network | RMSE Test (p > 0.6) Pixels |
Train Time 1 0.8 Million Iterations | Analyse Time 1 Frames/s |
|---|---|---|---|
| DLC (MobileNetV2_1.0) | 6.15 | 7.5 h | 190 |
| DLC (MobileNetV2_1.0) | 6.17 | 7.5 h | 190 |
| DLC (MobileNetV2_1.0) 75% | 6.28 | 7.5 h | 190 |
| DLC (MobileNetV2_1.0) 50% | 6.39 | 7.5 h | 190 |
| DLC (MobileNetV2_1.0) 25% | 6.38 | 7.5 h | 190 |
| DLC (ResNet50) | 6.07 | 16 h | 100 |
| DLC (ResNet101) | 5.99 | 30 h | 46 |
| DLC (EfficientNet b6) | 11.55 | 48 h | 14 |
1 Time measured using a GTX 1060 GPU (slower than the GPU used for timings in Table 2).