Computer Vision with Python: adversarial attack using cleverhans module

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

Skills: Python, Machine Learning (ML), Computer Vision, Neural Networks, Artificial Intelligence

See more: projects using computer vision dspic, Python computer vision, programming computer vision with python, programming computer vision with python pdf, computer vision machine learning python, computer vision projects python, python code to send sms using gsm module, opencv: computer vision projects with python, computer vision tutorial python, computer vision python course, opencv computer vision with python, deep learning for computer vision with python pdf download, computer vision python, hands on computer vision with opencv and python, deep learning for computer vision with python, open source computer vision for beginners: learn opencv using c++ in fastest possible way pdf, advanced python package for computer vision, computer vision python online, programming computer vision python, computer vision python book

About the Employer:
( 5 reviews ) ISTANBUL, Turkey

Project ID: #30096822

9 freelancers are bidding on average $12/hour for this job


---- 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 More

$15 USD / hour
(15 Reviews)

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 More

$12 USD / hour
(39 Reviews)

Hello Hiring Manager, I read your job descriptions carefully, I am very interesting in your job of Computer Vision with Python: adversarial attack using cleverhans module I have the enough experience and good project More

$12 USD / hour
(3 Reviews)

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 More

$12 USD / hour
(22 Reviews)

Hi, Greetings for the day! We are a team of passionate Machine Learning Engineers based in Mumbai, India, who have developed and deployed complex AI solutions using Machine Learning and Computer Vision. Upon going t More

$12 USD / hour
(4 Reviews)

Hello, Thanks for your posting and i read your description carefully. I have 7 years experiences of Computer Vision and Machine Learning, and have developed so many AI, Computer Vision, Machine Learning, NLP projects b More

$15 USD / hour
(1 Review)

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 More

$8 USD / hour
(0 Reviews)

Hi Sir, Hope you are safe and Well. I have gone through your job description and the requirement and the understanding is quite clear to me as the work falls under our technical expertise of python development. I ha More

$12 USD / hour
(1 Review)

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.

$12 USD / hour
(0 Reviews)