Image Classification on CIFAR-10 (Delta/CR Metrics)
-0.96Delta-Top1SVD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SVDModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.96 | 40.2 | 39.97 | |
| PCAModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.49 | 85.33 | 83.45 | |
| ALDSModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.47 | 74.91 | 67.86 | |
| FTModel=VGG16, Evaluation Protocol=one-shot2021.07 | -0.47 | 79.13 | 78.44 | |
| PFPModel=VGG16, Evaluation Protocol=one-shot2021.07 | -0.47 | 94.87 | 84.76 | |
| L-RankModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.45 | 49.86 | 58 | |
| L-RankModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.44 | 28.71 | 54.89 | |
| PFPModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | -0.44 | 40.24 | 43.37 | |
| PFPModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.44 | 85.33 | 80.68 | |
| ALDSModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.42 | 87.77 | 79.9 | |
| SVD-EnergyModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.41 | 64.75 | 60.94 | |
| L-RankModel=VGG16, Evaluation Protocol=one-shot2021.07 | -0.35 | 85.38 | 75.86 | |
| FTModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.32 | 39.69 | 39.57 | |
| ALDSModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | -0.32 | 56.84 | 61.98 | |
| FTModel=WRN16-8, Evaluation Protocol=one-shot2021.07 | -0.32 | 82.33 | 75.97 | |
| SVD-EnergyModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | -0.29 | 15.16 | 19.34 | |
| PFPModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.28 | 40.28 | 30.06 | |
| SVDModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.25 | 39.81 | 38.95 | |
| FTModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | -0.24 | 28.33 | 29.5 | |
| SVD-EnergyModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.21 | 49.88 | 49.08 | |
| PCAModel=ResNet20, Evaluation Protocol=one-shot2021.07 | -0.11 | 49.88 | 48.67 | |
| ALDSModel=VGG16, Evaluation Protocol=one-shot2021.07 | -0.11 | 95.77 | 86.23 | |
| SVD-EnergyModel=VGG16, Evaluation Protocol=one-shot2021.07 | -0.08 | 82.57 | 81.32 | |
| PCAModel=VGG16, Evaluation Protocol=one-shot2021.07 | -0.02 | 89.72 | 85.84 | |
| SVDModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | 0.13 | 15 | 15.33 | |
| PCAModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | 0.2 | 14.67 | 34.55 | |
| L-RankModel=DenseNet22, Evaluation Protocol=one-shot2021.07 | 0.26 | 14.98 | 35.21 | |
| SVDModel=VGG16, Evaluation Protocol=one-shot2021.07 | 0.29 | 70.35 | 70.13 |