Image Classification on CIFAR-10 0.5% BER (test)
92.6Clean AccuracyResNet18
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResNet18Generator=None2023.06 | 92.6 | 70.1 | — | |
| ResNet50Generator=None2023.06 | 92.6 | 61 | — | |
| NeuralFuseBase Model=ResNet18, Generator=ConvS2023.06 | 91.7 | 78.4 | 8.3 | |
| NeuralFuseBase Model=ResNet18, Generator=UNetS2023.06 | 90.9 | 80.7 | 10.7 | |
| NeuralFuseBase Model=ResNet50, Generator=ConvS2023.06 | 90.8 | 73.3 | 12.3 | |
| VGG19Generator=None2023.06 | 90.5 | 64.2 | — | |
| NeuralFuseBase Model=ResNet18, Generator=ConvL2023.06 | 90.4 | 87.9 | 17.8 | |
| NeuralFuseBase Model=VGG19, Generator=ConvL2023.06 | 90.4 | 88.1 | 23.9 | |
| NeuralFuseBase Model=VGG19, Generator=DeConvL2023.06 | 90.4 | 88.5 | 24.3 | |
| NeuralFuseBase Model=ResNet50, Generator=ConvL2023.06 | 90.3 | 86.5 | 25.5 | |
| NeuralFuseBase Model=ResNet50, Generator=DeConvS2023.06 | 90.3 | 75.5 | 14.5 | |
| VGG16Generator=None2023.06 | 90.3 | 66.6 | — | |
| NeuralFuseBase Model=ResNet18, Generator=DeConvL2023.06 | 90.2 | 90 | 19.9 | |
| NeuralFuseBase Model=VGG16, Generator=ConvL2023.06 | 90.2 | 88.5 | 21.9 | |
| NeuralFuseBase Model=VGG16, Generator=DeConvS2023.06 | 90 | 78.4 | 11.8 | |
| NeuralFuseBase Model=ResNet50, Generator=UNetL2023.06 | 89.9 | 83.9 | 22.9 | |
| NeuralFuseBase Model=VGG16, Generator=ConvS2023.06 | 89.9 | 77.8 | 11.1 | |
| NeuralFuseBase Model=VGG11, Generator=ConvL2023.06 | 89.8 | 87 | 23.3 | |
| NeuralFuseBase Model=ResNet18, Generator=UNetL2023.06 | 89.7 | 86.3 | 16.2 | |
| NeuralFuseBase Model=ResNet50, Generator=UNetS2023.06 | 89.7 | 76.1 | 15.1 | |
| NeuralFuseBase Model=VGG16, Generator=DeConvL2023.06 | 89.7 | 88.2 | 21.4 | |
| NeuralFuseBase Model=VGG19, Generator=DeConvS2023.06 | 89.7 | 75.2 | 11 | |
| NeuralFuseBase Model=VGG11, Generator=DeConvL2023.06 | 89.6 | 86.9 | 23.2 | |
| NeuralFuseBase Model=VGG19, Generator=ConvS2023.06 | 89.6 | 74.5 | 10.3 | |
| NeuralFuseBase Model=ResNet50, Generator=DeConvL2023.06 | 89.5 | 87.2 | 26.2 | |
| NeuralFuseBase Model=VGG19, Generator=UNetS2023.06 | 89.2 | 77.1 | 12.9 | |
| NeuralFuseBase Model=VGG19, Generator=UNetL2023.06 | 89.1 | 85 | 20.8 | |
| NeuralFuseBase Model=VGG16, Generator=UNetL2023.06 | 89 | 86.2 | 19.6 | |
| NeuralFuseBase Model=VGG16, Generator=UNetS2023.06 | 89 | 80.2 | 13.7 | |
| VGG11Generator=None2023.06 | 88.4 | 63.6 | — | |
| NeuralFuseBase Model=VGG11, Generator=DeConvS2023.06 | 88.3 | 75.7 | 12.1 | |
| NeuralFuseBase Model=VGG11, Generator=ConvS2023.06 | 88.2 | 74.5 | 10.9 | |
| NeuralFuseBase Model=VGG11, Generator=UNetS2023.06 | 88.1 | 75.8 | 12.2 | |
| NeuralFuseBase Model=VGG11, Generator=UNetL2023.06 | 88 | 82.4 | 18.8 | |
| NeuralFuseBase Model=ResNet18, Generator=DeConvS2023.06 | 84.1 | 79.9 | 9.8 |