Image Classification on ImageNet (Delta and CR Metrics)
0.1Delta Top-1FT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FTModel=ResNet18, Evaluation Protocol=one-shot2021.07 | 0.1 | 0.42 | 9.86 | 11.17 | |
| PFPModel=ResNet18, Evaluation Protocol=one-shot2021.07 | -0.39 | -0.08 | 26.35 | 17.96 | |
| ALDSModel=ResNet18, Evaluation Protocol=one-shot2021.07 | -0.4 | -0.05 | 66.7 | 43.51 | |
| L-RankModel=ResNet18, Evaluation Protocol=one-shot2021.07 | -0.71 | -0.23 | 10.01 | 32.64 | |
| PCAModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -0.87 | -0.55 | 20.91 | 0.26 | |
| PCAModel=ResNet18, Evaluation Protocol=one-shot2021.07 | -0.95 | -0.37 | 9.99 | 12.78 | |
| PFPModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -0.97 | -0.4 | 20.02 | 7.96 | |
| SVD-EnergyModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -1.27 | -0.57 | 20.02 | 8.57 | |
| SVD-EnergyModel=ResNet18, Evaluation Protocol=one-shot2021.07 | -1.49 | -0.64 | 39.56 | 40.99 | |
| ALDSModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -1.53 | -0.73 | 32.97 | 11.01 | |
| FTModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -1.73 | -0.85 | 21.31 | 20.23 | |
| SVDModel=ResNet18, Evaluation Protocol=one-shot2021.07 | -1.75 | -0.72 | 50.38 | 50.37 | |
| SVDModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -3.65 | -2.07 | 20.03 | 31.99 | |
| L-RankModel=MobileNetV2, Evaluation Protocol=one-shot2021.07 | -19.08 | -13.4 | 20 | 61.97 |