Depth Prediction on CityScapes
0.015Abs ErrorCross-Stitch
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cross-Stitch# Params=22019.11 | 0.015 | 0.3 | 74.2 | 89.3 | 94.9 | — | — | |
| MTAN# Params=2.412019.11 | 0.015 | 0.32 | 75.1 | 89.3 | 94.6 | — | — | |
| Sluice# Params=22019.11 | 0.016 | 0.31 | 73 | 88.8 | 94.6 | — | — | |
| AdaShare# Params=12019.11 | 0.016 | 0.33 | 75.5 | 89.8 | 94.9 | — | — | |
| Single-TaskBackbone=ResNet-342019.11 | 0.017 | 0.33 | 70.3 | 86.3 | 93.3 | — | — | |
| Single-Task# Params=22019.11 | 0.017 | 0.33 | 70.3 | 86.3 | 93.3 | — | — | |
| NDDR-CNN# Params=2.072019.11 | 0.017 | 0.31 | 74 | 89.3 | 94.8 | — | — | |
| DEN# Params=1.122019.11 | 0.017 | 0.37 | 72.3 | 87.1 | 93.4 | — | — | |
| Multi-Task# Params=12019.11 | 0.018 | 0.34 | 72.4 | 88.3 | 94.2 | — | — | |
| AdaShareBackbone=ResNet-34, # Params ↓=-50.02019.11 | — | — | — | — | — | 3.8 | 2.8 | |
| Cross-StitchBackbone=ResNet-34, # Params ↓=02019.11 | — | — | — | — | — | 5.8 | 2.8 | |
| DENBackbone=ResNet-34, # Params ↓=-44.02019.11 | — | — | — | — | — | -1.6 | -2.4 | |
| MTANBackbone=ResNet-34, # Params ↓=-20.52019.11 | — | — | — | — | — | 4.8 | 2.7 | |
| Multi-TaskBackbone=ResNet-34, # Params ↓=-50.02019.11 | — | — | — | — | — | -0.5 | -2.1 | |
| NDDR-CNNBackbone=ResNet-34, # Params ↓=+3.52019.11 | — | — | — | — | — | 3.3 | 2.3 | |
| SluiceBackbone=ResNet-34, # Params ↓=02019.11 | — | — | — | — | — | 4 | 1.6 |