https://github.com/soumyac1999/fgsm-keras

Implemention of Fast Gradient Sign Method for generating adversarial examples in Keras
https://github.com/soumyac1999/fgsm-keras

adversarial-examples

Last synced: 2 months ago
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Implemention of Fast Gradient Sign Method for generating adversarial examples in Keras

• Host: GitHub
• URL: https://github.com/soumyac1999/fgsm-keras
• Owner: soumyac1999
• Created: 2019-01-02T15:07:25.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2019-04-06T15:44:05.000Z (about 6 years ago)
• Last Synced: 2025-03-28T02:37:47.647Z (3 months ago)
• Topics: adversarial-examples
• Language: Jupyter Notebook
• Homepage:
• Size: 3.11 MB
• Stars: 46
• Watchers: 1
• Forks: 17
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# FGSM-Keras

Implementation of 'Fast Gradient Sign Method' for generating adversarial examples as introduced in the paper [Explaining and Harnessing Adversarial Examples](https://arxiv.org/pdf/1412.6572.pdf).

## Requirements

- Keras (Assumes TensorFlow backend)

- Jupyter Notebook

## Examples

__Targeted Attack:__ Orange -> Cucumber

![](https://github.com/soumyac1999/FGSM-Keras/blob/master/res_orange.png)