Research Article
Multiple Adversarial Domains Adaptation Approach for Mitigating Adversarial Attacks Effects
Table 2
Component architecture for MNIST.
| Feature Extractor | Classifier | Domain Critic |
| Conv2d (3, 64, 5) | Linear (3244, 100) | Linear (3244, 128) +ReLu | BatchNorm2d (64) | BatchNorm1d (100) + ReLu | Dropout () | MaxPool2d (2) + LeakyReLU | Dropout () | Linear (128, 64) +ReLu | Conv2d (64, 32, 5) | Linear (100, 50) | Dropout () | BatchNorm2d (32) | BatchNorm1d (100) + ReLu | Linear (64, 64) +ReLu | MaxPool2d (2) + LeakyReLU | Linear (50, 10) | Linear (64, 1) |
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