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husseinfawzi avatar husseinfawzi commented on September 28, 2024

You need to download the data from http://image-net.org/download-images, and specify the path of the folder containing the images.
Alternatively, you can use the pre-computed perturbations under the "precomputed" folder.

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HotSammiches avatar HotSammiches commented on September 28, 2024

Thanks! Another question - how many passes does it usually take to compute a universal perturbation?

Due to memory limitations I needed to drastically decrease the number of images used (from 10,000 to 500) and I'm running CPU-only. So it's taking much longer than it would on a GPU (which I expect) but I'm wondering how many passes should be necessary.

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HotSammiches avatar HotSammiches commented on September 28, 2024

@husseinfawzi - Do you know the answer to my question above? Thanks for your help.

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husseinfawzi avatar husseinfawzi commented on September 28, 2024

Usually 5 passes.
As shown in the paper (Fig. 6), you should only expect however to achieve roughly 30% misclassification with 500 images.

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