Image Classification on CIFAR-100 0.5% BER (test)
73.7Clean AccuracyResNet18
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResNet18Base Model=ResNet182023.06 | 73.7 | 20.9 | — | |
| ResNet50Base Model=ResNet502023.06 | 73.5 | 21.3 | — | |
| NeuralFuseBase Model=ResNet50, Generator=ConvS2023.06 | 71.9 | 23.1 | 1.9 | |
| NeuralFuseBase Model=ResNet50, Generator=DeConvS2023.06 | 70.3 | 25 | 3.7 | |
| NeuralFuseBase Model=ResNet18, Generator=ConvS2023.06 | 70 | 24.5 | 3.6 | |
| NeuralFuseBase Model=ResNet50, Generator=UNetS2023.06 | 69.1 | 26.1 | 4.8 | |
| NeuralFuseBase Model=ResNet50, Generator=ConvL2023.06 | 68.4 | 28.8 | 7.6 | |
| NeuralFuseBase Model=ResNet18, Generator=DeConvS2023.06 | 68.2 | 25.9 | 5 | |
| NeuralFuseBase Model=ResNet50, Generator=DeConvL2023.06 | 68.1 | 28.6 | 7.4 | |
| VGG16Base Model=VGG162023.06 | 67.8 | 22.4 | — | |
| VGG19Base Model=VGG192023.06 | 67.8 | 34 | — | |
| NeuralFuseBase Model=ResNet18, Generator=UNetS2023.06 | 67.1 | 28.8 | 7.9 | |
| NeuralFuseBase Model=ResNet50, Generator=UNetL2023.06 | 66.6 | 36.5 | 15.3 | |
| NeuralFuseBase Model=VGG19, Generator=ConvS2023.06 | 66.6 | 38.3 | 4.2 | |
| NeuralFuseBase Model=VGG19, Generator=DeConvS2023.06 | 66.5 | 39 | 5 | |
| NeuralFuseBase Model=ResNet18, Generator=DeConvL2023.06 | 66.3 | 38.2 | 17.3 | |
| NeuralFuseBase Model=VGG19, Generator=UNetS2023.06 | 66.3 | 40.1 | 6.1 | |
| NeuralFuseBase Model=ResNet18, Generator=UNetL2023.06 | 66.2 | 40.1 | 19.2 | |
| NeuralFuseBase Model=VGG19, Generator=DeConvL2023.06 | 65.7 | 46.9 | 12.9 | |
| NeuralFuseBase Model=VGG19, Generator=ConvL2023.06 | 65.6 | 46.5 | 12.5 | |
| NeuralFuseBase Model=VGG19, Generator=UNetL2023.06 | 65.5 | 46.9 | 12.9 | |
| NeuralFuseBase Model=ResNet18, Generator=ConvL2023.06 | 65.2 | 39 | 18.1 | |
| VGG11Base Model=VGG112023.06 | 64.8 | 23.9 | — | |
| NeuralFuseBase Model=VGG11, Generator=DeConvL2023.06 | 63.9 | 40 | 16.2 | |
| NeuralFuseBase Model=VGG16, Generator=ConvS2023.06 | 63.8 | 27.5 | 5.1 | |
| NeuralFuseBase Model=VGG11, Generator=ConvL2023.06 | 63.1 | 38.8 | 15 | |
| NeuralFuseBase Model=VGG16, Generator=DeConvL2023.06 | 62.8 | 42.1 | 19.8 | |
| NeuralFuseBase Model=VGG11, Generator=ConvS2023.06 | 62.7 | 27.9 | 4 | |
| NeuralFuseBase Model=VGG16, Generator=DeConvS2023.06 | 62.1 | 29.9 | 7.5 | |
| NeuralFuseBase Model=VGG11, Generator=DeConvS2023.06 | 61.9 | 29.8 | 5.9 | |
| NeuralFuseBase Model=VGG11, Generator=UNetL2023.06 | 61.8 | 37.8 | 13.9 | |
| NeuralFuseBase Model=VGG16, Generator=ConvL2023.06 | 61.8 | 41.1 | 18.7 | |
| NeuralFuseBase Model=VGG11, Generator=UNetS2023.06 | 61.7 | 29.8 | 6 | |
| NeuralFuseBase Model=VGG16, Generator=UNetL2023.06 | 61.7 | 41.3 | 18.9 | |
| NeuralFuseBase Model=VGG16, Generator=UNetS2023.06 | 61.6 | 31.3 | 8.9 |