Viewpoint Estimation on Pascal3D+ Car (test)
9.3Median ErrorLiao et al. + ABC SX
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Liao et al. + ABC SXBaseline=Liao et al., Module=ABC SX2021.03 | 9.3 | 0.87 | — | — | |
| Liao et al. + ABC SBaseline=Liao et al., Module=ABC S2021.03 | 11 | 0.79 | — | — | |
| Liao et al.Source=[28]2021.03 | 12.3 | 0.85 | — | — | |
| ABC-XDim (R^N)=642021.03 | 13 | 0.73 | 0.37 | 0.56 | |
| ABCDim (R^N)=642021.03 | 15.1 | 0.65 | 0.34 | 0.5 | |
| ResNet-IntermediateDim (R^N)=16,3842021.03 | 15.8 | 0.64 | 0.3 | 0.49 | |
| Set supervision w/ TCC lossDim (R^N)=642021.03 | 23.1 | 0.59 | 0.14 | 0.29 | |
| CCVAEDim (R^N)=2562021.03 | 54.9 | 0.27 | 0.03 | 0.07 | |
| LORDDim (R^N)=1282021.03 | 71.3 | 0.32 | 0.09 | 0.15 | |
| ML-VAEDim (R^N)=322021.03 | 75.6 | 0.27 | 0.05 | 0.1 | |
| Augmentation aloneDim (R^N)=642021.03 | 80.2 | 0.33 | 0.16 | 0.24 | |
| ResNetDim (R^N)=20482021.03 | 85.3 | 0.28 | 0.07 | 0.14 |