Interpretable Direction Discovery on Places365
86CoverageEDDP-U
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EDDP-UBackbone=ResNet18, I=384, Mode=Unconstrained Feature Manipulation2025.09 | 86 | 1.29 | 82 | 23 | 33 | 53 | 6.61 | 41.73 | 28.01 | 12 | 0.58 | |
| EDDP-CBackbone=ResNet18, I=384, Mode=Constrained Feature Manipulation2025.09 | 86 | 1.32 | 81 | 23 | 33 | 50 | 6.67 | 41.5 | 27.49 | 12 | 0.61 | |
| EDDP-UBackbone=ResNet18, I=448, Mode=Unconstrained Feature Manipulation2025.09 | 86 | 1.32 | 83 | 22 | 32 | 53 | 6.64 | 47.5 | 32.07 | 11 | 0.59 | |
| EDDP-CBackbone=ResNet18, I=448, Mode=Constrained Feature Manipulation2025.09 | 86 | 1.33 | 82 | 21 | 31 | 49 | 6.72 | 46.3 | 31.34 | 11 | 0.61 | |
| EDDP-UBackbone=ResNet18, I=512, Mode=Unconstrained Feature Manipulation2025.09 | 86 | 1.28 | 82 | 21 | 31 | 51 | 6.66 | 52.51 | 37.78 | 11 | 0.61 | |
| EDDP-CBackbone=ResNet18, I=512, Mode=Constrained Feature Manipulation2025.09 | 86 | 1.28 | 81 | 20 | 29 | 47 | 6.73 | 50.29 | 36.99 | 10 | 0.63 | |
| PCABackbone=ResNet18, I=5122025.09 | 77 | 10.05 | 25 | 14 | 17 | 16 | 7.5 | 19.41 | 5.62 | 4 | 0.74 | |
| PCABackbone=ResNet18, I=4482025.09 | 75 | 8.89 | 25 | 14 | 17 | 16 | 7.48 | 18.06 | 5.62 | 4 | 0.73 | |
| PCABackbone=ResNet18, I=3842025.09 | 72 | 7.27 | 26 | 14 | 18 | 17 | 7.47 | 16.57 | 5.6 | 4 | 0.73 | |
| NMFBackbone=ResNet18, I=3842025.09 | 57 | 2.06 | 62 | 21 | 31 | 40 | 6.88 | 29.56 | 17.43 | 8 | 0.68 | |
| NMFBackbone=ResNet18, I=4482025.09 | 51 | 1.79 | 67 | 21 | 31 | 43 | 6.96 | 31.77 | 18.16 | 7 | 0.69 | |
| NaturalBackbone=ResNet18, I=5122025.09 | 49 | 1.79 | 69 | 20 | 30 | 43 | 7.02 | 34.61 | 18.74 | 7 | 0.69 |