lbinmeng / BCI_regression_attack

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#Target attack for regression in EEG-based BCIs

attack.py

perform attack on DNN and Ridge, and plot the example of adversarial example.

driving_attack.py

perform attack on all driving dataset, both within-subject and cross-subject.

PVT_attack.py

perform attack on all pvt dataset, both within-subject and cross-suject.

influence_of_parameters.py

validate the influence of the parameters

  • the influence of the iteration in IFGSM
  • the influence of the Epsilon in IFGSM
  • the Influence of the constant c in C&W
  • different target value

transferability

validate the transferability of the adversarial example

result.py

show the result of some experiments

analyze_adversarial_example.py

plot the spectrogram of the adversarial example

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