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driverattack's Introduction

Driver Attack

For generating adversarial patches to fool the Driver State Detection Systems

Main.ipynb contains the main pipeline

advPatch.ipynb contains the Black Box adversarial attack patch.

Plots dir will eventually hold the plots generated.

Model_weights dir will contain the weights of the model. Since size of these weight files are large the weights will be eventually uploaded on drive and download scipt will be added.

data dir will contain the unzipped version of AUC dataset

ART

Edited version of ART package is added in toolbox folder.

  • Install the ART package in editor mode using pip install -e toolbox/
  • When initializing the PytorchClassifier instance as done earlier give ZOO-Adamm flag as True. Currently there is a RuntimeError occuring as shown below:

  • The changes in the ART toolbox has been done in art/estimators/classification/pytorch.py file. So error has to be resolved in this file only. Satya should look into this:

TODO

  • Train the model while cross validating and storing the weights
  • Adv Patch
  • Generate Plots and store .jpeg in plots dir.

driverattack's People

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