Partial Label Learning on CIFAR10-LT
83.8AccuracySoLar
Evaluation Results
| Method | Links | |
|---|---|---|
| SoLarflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 83.8 | |
| PRODENflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 81.95 | |
| SoLarflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 81.38 | |
| CCflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 78.76 | |
| SoLarflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 76.64 | |
| PiCOflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.09 | 75.42 | |
| SoLarflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 74.16 | |
| CCflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 73.09 | |
| PiCOflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.09 | 72.33 | |
| CCflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 71.86 | |
| PRODENflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 71.09 | |
| PiCOflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.09 | 67.73 | |
| SoLarflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 67.47 | |
| PRODENflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 66 | |
| CCflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 64.88 | |
| CCflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 63.38 | |
| PiCOflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.09 | 63.25 | |
| PRODENflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 63 | |
| PRODENflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 62.17 | |
| SoLarflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 62.12 | |
| MSEflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 61.13 | |
| PiCOflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.09 | 61.12 | |
| VALENflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 58.34 | |
| PRODENflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 54.65 | |
| CCflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 54.41 | |
| PiCOflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=false, Mixup=false2022.09 | 53.92 | |
| EXPflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 52.93 | |
| MSEflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 52.59 | |
| EXPflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 50.62 | |
| VALENflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 50.2 | |
| MSEflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 49.61 | |
| MSEflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 48.09 | |
| VALENflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 46.98 | |
| LWSflipping probability (phi)=0.3, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 44.51 | |
| MSEflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 43.9 | |
| EXPflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 43.69 | |
| LWSflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 43.6 | |
| EXPflipping probability (phi)=0.3, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 43.59 | |
| EXPflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 42.56 | |
| LWSflipping probability (phi)=0.3, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 42.33 | |
| EXPflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 41.07 | |
| VALENflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 40.02 | |
| MSEflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 39.52 | |
| VALENflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 37.1 | |
| VALENflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 36.61 | |
| LWSflipping probability (phi)=0.5, imbalance ratio (gamma)=200, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 28.74 | |
| LWSflipping probability (phi)=0.5, imbalance ratio (gamma)=100, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 27.33 | |
| LWSflipping probability (phi)=0.5, imbalance ratio (gamma)=50, Backbone=ResNet-18, Consistency Regularization=true, Mixup=true2022.09 | 24.62 |