Is there one example of using Expectation Over Transformation in Tensorflow Models? #1672
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Is there any working example of ART with custom transformations in a Tensorflow model? I would like to attack the following model:
The random operations I would like to do are in the following sequential model.
I couldn't find anything in the documentation. Could anybody help me in adapting such a model and transformations to be used to generate an adversarial image with Expectation Over Transformation with the ART? |
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I think that's a very good question. Unfortunately, ART's current tools in Please let me know if you would be interested to implement this tool! I would be happy to provide support and I think would be useful for many users of ART. |
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Hi @anselmoferreira
I think that's a very good question. Unfortunately, ART's current tools in
art.preprocessing.expectation_over_transformation
don't have an implementation that supportstf.keras.Sequential
. The good news are that I think we should have such an implementation and that it is easy to implement. Basically we would need to create an implementation ofart.preprocessing.expectation_over_transformation.tensorflow.EoTTensorFlowV2
() e.g. similar tofrom art.preprocessing.expectation_over_transformation.natural_corruptions.gaussian_noise.tensorflow.EoTGaussianNoiseTensorFlow
but with an argument of accepting an instance oftf.keras.Sequential
to sample in method_transform
which …