Computer Vision with Python: adversarial attack using cleverhans module

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Deliverable: Working python code, preferably using Jupyter Notebook and showing images modified using adversarial attack methods.

I have a road sign classifier model that works perfectly with the GTSRB datase (download: [login to view URL])

My next step is to fool this classifier. It has a very high accuracy (up to 99%) when classifying "clean" images.

I want to test 1 or 2 types of adversarial attacks to the model and see how much the accuracy decreases. There is a python module called [login to view URL] so there is no need to start coding these adversarial algorithms from scratch. But I don't have time to study this module.

I am thinking to test either saliency map attack or Carlini-Wagner:

from [login to view URL] import SaliencyMapMethod

from [login to view URL] import CarliniWagnerL2

I'd also like to compare "clean" images versus the adversarial images.

Some examples I found online using a different dataset are:

[login to view URL]

[login to view URL]

See the attachment for jupyter notebook code of classifying GTSRB dataset with high accuracy

Python Machine Learning (ML) Computer Vision Neural Networks Kecerdasan Buatan

ID Projek: #30096822

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saubhagyamweb

---- Computer Vision with Python: adversarial attack using cleverhans module ----- Hi! I'm 6 years experienced Data Scientist with theoretical and practical experience in Data Science, Machine Learning & Deep Learning Lagi

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viktorbelman01

Dear Sir. As an experienced image processing expert, it is interesting to me. I have been working on several image processing projects such as object detection, recognition, tracking, classification etc for over 7+ yea Lagi

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danilamakarov01

Hi, dear I have many experience in machine learning/DL/AL, automation, image processing/recognition in python. I read the description of project carefully. I want to discuss about the project more. If you give me this Lagi

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iPingDataLabsLLP

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Digiexpert90

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yvonnefrancis200

MASTERS SOFTWARE ARCHITECTURE EXPERT IN ML, PYTHON COMPUTER VISION HELLO, I have understood your SPECIFICATIONS for the task. I have over 5 YEARS’ experience in this field and have adverse experience since it is my Lagi

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emandiab5010

Hello, I am a data scientist who have experience in python& jupyter notebook for two years now. and I think that I can meet this project it kind of interesting. we can talk about details if you want.

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