Research Article

Multiple Adversarial Domains Adaptation Approach for Mitigating Adversarial Attacks Effects

Table 4

Component architecture for CIFAR10.

Feature ExtractorClassifierDomain Critic

Conv2d(3, 64, 3)Linear (3244, 100)Linear (3244, 128) +ReLu
BatchNorm2d(64) +ReLuBatchNorm1d(100) + ReLuDropout()
Conv2d(64, 64, 3)Dropout()Linear (128, 64) +ReLu
BatchNorm2d(64) +ReLuLinear (100, 50)Dropout()
MaxPool2d(2)BatchNorm1d(100) + ReLuLinear(64, 64) +ReLu
Dropout()Linear (50, 10)Linear (64, 1)
Conv2d (64, 128, 3)
BatchNorm2d(128) +ReLu
Conv2d(128, 128, 3)
BatchNorm2d(128) +ReLu
MaxPool2d(2) + dropout()
Conv2d(128, 256, 3)
BatchNorm2d(256) +ReLu
Conv2d(256, 256, 3)
BatchNorm2d(256) +ReLu
MaxPool2d(2) + dropout()
Conv2d (256, 512, 3)
BatchNorm2d (512) +ReLu
Conv2d (512, 512, 3)
BatchNorm2d (512) +ReLu
MaxPool2d(2) + dropout()