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About the adversarial defense model on CIFAR-10 and ImageNet in Keras or higher tensorflow #3

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momo1986 opened this issue Sep 18, 2020 · 4 comments

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@momo1986
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Hello, thanks for sharing.

Is there the adversarial training model for defense available in Keras or higher tensorflow in ImageNet and CIFAR-10?

Where can I refer to it?

Thanks & Regards!

@Fugoes
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Fugoes commented Sep 21, 2020

Is there the adversarial training model for defense available in Keras or higher tensorflow in ImageNet and CIFAR-10?

All models provided in the example/ folder are thin wrappers around third-party code. For now, these third-party code all use either TensorFlow 1.x or PyTorch. If you want to use these third-party TensorFlow 1.x code with TensorFlow 2.x, you might find https://www.tensorflow.org/guide/upgrade useful.

Where can I refer to it?

You could find their original code repos' URL in the header of these wrappers under example/ folder.

@momo1986
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Is there the adversarial training model for defense available in Keras or higher tensorflow in ImageNet and CIFAR-10?

All models provided in the example/ folder are thin wrappers around third-party code. For now, these third-party code all use either TensorFlow 1.x or PyTorch. If you want to use these third-party TensorFlow 1.x code with TensorFlow 2.x, you might find https://www.tensorflow.org/guide/upgrade useful.

Where can I refer to it?

You could find their original code repos' URL in the header of these wrappers under example/ folder.

@Fugoes Fu, thanks for your reply.

If I want to use the module of adversarial training in tensorflow in RealSafe?

Which directory and which file should shoud I refer?

Thanks & Regards!

@Fugoes
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Fugoes commented Sep 22, 2020

If I want to use the module of adversarial training in tensorflow in RealSafe?

We provide ONLY wrappers for third-party pre-trained adversarial training models. You could find their adversarial training code & method in the original code repo and their papers. You could use attacks in RealSafe to do adversarial training in your own code though.

@momo1986
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Hello, @Fugoes .

Thanks for your kind answer.

Best Regards!
Jun Yan

@Fugoes Fugoes closed this as completed Sep 29, 2020
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