Image Classification on CIFAR-100 1% BER (test)
73.7Clean AccuracyResNet18
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResNet18Base Model=ResNet182023.06 | 73.7 | 4.6 | — | |
| ResNet50Base Model=ResNet502023.06 | 73.5 | 3 | — | |
| VGG16Base Model=VGG162023.06 | 67.8 | 7 | — | |
| VGG19Base Model=VGG192023.06 | 67.8 | 10.6 | — | |
| NeuralFuseBase Model=ResNet50, Generator=ConvS2023.06 | 65.5 | 3.2 | 0.1 | |
| VGG11Base Model=VGG112023.06 | 64.8 | 8.2 | — | |
| NeuralFuseBase Model=VGG19, Generator=ConvS2023.06 | 63.7 | 14.4 | 3.8 | |
| NeuralFuseBase Model=ResNet50, Generator=ConvL2023.06 | 63.5 | 3.2 | 0.1 | |
| NeuralFuseBase Model=ResNet50, Generator=DeConvS2023.06 | 61.1 | 3.2 | 0.1 | |
| NeuralFuseBase Model=VGG19, Generator=DeConvS2023.06 | 60.9 | 16.1 | 5.6 | |
| NeuralFuseBase Model=VGG11, Generator=DeConvL2023.06 | 60.3 | 21.2 | 13 | |
| NeuralFuseBase Model=VGG19, Generator=DeConvL2023.06 | 60.1 | 29.6 | 19 | |
| NeuralFuseBase Model=ResNet50, Generator=DeConvL2023.06 | 59.6 | 3.2 | 0.2 | |
| NeuralFuseBase Model=VGG19, Generator=ConvL2023.06 | 59.4 | 29.2 | 18.6 | |
| NeuralFuseBase Model=VGG19, Generator=UNetS2023.06 | 59.1 | 18 | 7.4 | |
| NeuralFuseBase Model=VGG19, Generator=UNetL2023.06 | 58.7 | 30.2 | 19.6 | |
| NeuralFuseBase Model=VGG11, Generator=ConvL2023.06 | 58.3 | 19.7 | 11.5 | |
| NeuralFuseBase Model=VGG11, Generator=DeConvS2023.06 | 58.3 | 11.8 | 3.5 | |
| NeuralFuseBase Model=VGG11, Generator=ConvS2023.06 | 56.6 | 10.4 | 2.2 | |
| NeuralFuseBase Model=ResNet18, Generator=DeConvL2023.06 | 55.2 | 11.9 | 7.3 | |
| NeuralFuseBase Model=ResNet18, Generator=ConvL2023.06 | 54.8 | 11 | 6.4 | |
| NeuralFuseBase Model=VGG16, Generator=DeConvL2023.06 | 53.1 | 20.8 | 14.2 | |
| NeuralFuseBase Model=VGG11, Generator=UNetS2023.06 | 51.9 | 13.1 | 4.9 | |
| NeuralFuseBase Model=VGG16, Generator=ConvL2023.06 | 51.4 | 19.2 | 12.6 | |
| NeuralFuseBase Model=VGG11, Generator=UNetL2023.06 | 51.1 | 22.1 | 13.9 | |
| NeuralFuseBase Model=ResNet18, Generator=UNetL2023.06 | 50.6 | 14.5 | 10 | |
| NeuralFuseBase Model=VGG16, Generator=UNetL2023.06 | 50.2 | 25.3 | 18.7 | |
| NeuralFuseBase Model=ResNet18, Generator=ConvS2023.06 | 49.7 | 4.2 | -0.4 | |
| NeuralFuseBase Model=ResNet50, Generator=UNetS2023.06 | 47.7 | 3.4 | 0.3 | |
| NeuralFuseBase Model=VGG16, Generator=ConvS2023.06 | 44.3 | 6.7 | 0.1 | |
| NeuralFuseBase Model=ResNet50, Generator=UNetL2023.06 | 39 | 5 | 1.9 | |
| NeuralFuseBase Model=ResNet18, Generator=DeConvS2023.06 | 32.7 | 4 | -0.6 | |
| NeuralFuseBase Model=VGG16, Generator=UNetS2023.06 | 27.7 | 9.9 | 3.3 | |
| NeuralFuseBase Model=ResNet18, Generator=UNetS2023.06 | 26.8 | 4.6 | 0 | |
| NeuralFuseBase Model=VGG16, Generator=DeConvS2023.06 | 23.5 | 4.8 | -1.8 |