Research Article

Multiple Adversarial Domains Adaptation Approach for Mitigating Adversarial Attacks Effects

Table 2

Component architecture for MNIST.

Feature ExtractorClassifierDomain Critic

Conv2d (3, 64, 5)Linear (3244, 100)Linear (3244, 128) +ReLu
BatchNorm2d (64)BatchNorm1d (100) + ReLuDropout ()
MaxPool2d (2) + LeakyReLUDropout ()Linear (128, 64) +ReLu
Conv2d (64, 32, 5)Linear (100, 50)Dropout ()
BatchNorm2d (32)BatchNorm1d (100) + ReLuLinear (64, 64) +ReLu
MaxPool2d (2) + LeakyReLULinear (50, 10)Linear (64, 1)