Resolving Confusion on CIFAR-5 (test)
25.93Test ErrorSCRUB
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SCRUBBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 25.93 | 1.08 | 96 | 19 | 0 | 19.67 | 0 | |
| RetrainBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 26.67 | 0 | 90.33 | 24 | 0 | 18.33 | 0 | |
| NTKBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 32.6 | 0 | 60.33 | 37.5 | 0 | 52 | 0 | |
| NegGrad+Backbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 36.27 | 0 | 12.67 | 47.5 | 0 | 69 | 0 | |
| EU-kBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 37.47 | 7.33 | 43.67 | 47 | 8.33 | 63.33 | 3.67 | |
| FinetuneBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 38.13 | 0 | 0 | 52 | 0 | 79.33 | 0 | |
| CF-kBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 39.6 | 0 | 0 | 54.83 | 0 | 85.33 | 0 | |
| OriginalBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 41 | 0 | 0 | 56 | 0 | 92 | 0 | |
| FisherBackbone=ResNet, Confused classes=0,1, Samples=50-502023.02 | 44.8 | 21.33 | 32 | 51.5 | 26.33 | 79 | 20 |