Rotation Prediction on PASCAL3D+ (test)
9.2Average Rotation ErrorInduction/Restriction Layer
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Induction/Restriction Layer2023.07 | 9.2 | 9.3 | 12.6 | 17 | 8 | 3 | 4.5 | 9.4 | 6.7 | 11.9 | 12.1 | 6.9 | 9.9 | |
| Yin et al.2023.07 | 9.4 | 8.6 | 11.7 | 21.8 | 6.9 | 2.8 | 4.8 | 7.9 | 9.1 | 12.2 | 8.1 | 6.9 | 11.6 | |
| Klee et al.2023.07 | 9.8 | 9.2 | 12.7 | 21.7 | 7.4 | 3.3 | 4.9 | 9.5 | 9.3 | 11.5 | 10.5 | 7.2 | 10.6 | |
| Mahendran et al.2023.07 | 10.1 | 8.5 | 14.8 | 20.5 | 7 | 3.1 | 5.1 | 9.5 | 11.3 | 14.2 | 10.2 | 5.6 | 11.7 | |
| Induction/Restriction LayerBackbone=ResNet-502023.07 | 10.2 | 9.2 | 13.1 | 30.6 | 6.7 | 3.1 | 4.8 | 8.7 | 5.4 | 11.6 | 11 | 5.8 | 10.6 | |
| Murphy et al.2023.07 | 10.3 | 10.8 | 12.9 | 23.4 | 8.8 | 3.4 | 5.3 | 10 | 7.3 | 13.6 | 9.5 | 6.4 | 12.3 | |
| Mohlin et al.2023.07 | 11.5 | 10.1 | 15.6 | 24.3 | 7.8 | 3.3 | 5.3 | 13.5 | 12.5 | 12.9 | 13.8 | 7.4 | 11.7 | |
| Prokudin et al.2023.07 | 12.2 | 9.7 | 15.5 | 45.6 | 5.4 | 2.9 | 4.5 | 13.1 | 12.6 | 11.8 | 9.1 | 4.3 | 12 | |
| Liao et al.2023.07 | 13 | 13 | 16.4 | 29.1 | 10.3 | 4.8 | 6.8 | 11.6 | 12 | 17.1 | 12.3 | 8.6 | 14.3 | |
| Tulsiani and Malik2023.07 | 13.6 | 13.8 | 17.7 | 21.3 | 12.9 | 5.8 | 9.1 | 14.8 | 15.2 | 14.7 | 13.7 | 8.7 | 15.4 |