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README.md

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@@ -14,10 +14,10 @@ This repo contains following CNN visualization techniques implemented in Pytorch
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**Adversarial example generation** techniques have been moved to [here](https://github.com/utkuozbulak/pytorch-cnn-adversarial-attacks).
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* Fast Gradient Sign, Untargeted [11]
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* Fast Gradient Sign, Targeted [11]
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* Gradient Ascent, Adversarial Images [7]
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* Gradient Ascent, Fooling Images (Unrecognizable images predicted as classes with high confidence) [7]
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- Fast Gradient Sign, Untargeted [11]
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- Fast Gradient Sign, Targeted [11]
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- Gradient Ascent, Adversarial Images [7]
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- Gradient Ascent, Fooling Images (Unrecognizable images predicted as classes with high confidence) [7]
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It will also include following operations in near future as well:
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Produced samples can further be optimized to resemble the desired target class, some of the operations you can incorporate to improve quality are; blurring, clipping gradients that are below a certain treshold, random color swaps on some parts, random cropping the image, forcing generated image to follow a path to force continuity.
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## Fooling Image Generation
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## Adversarial Example Generation with Fast Gradient Sign
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Adversarial example generation techniques have been moved to [here](https://github.com/utkuozbulak/pytorch-cnn-adversarial-attacks).
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## Disguised Fooling (Adversarial) Image Generation
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## Adversarial Example Generation with Gradient Ascent
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Adversarial example generation techniques have been moved to [here](https://github.com/utkuozbulak/pytorch-cnn-adversarial-attacks).
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