Search icon
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
Python Web Scraping. - Second Edition

You're reading from  Python Web Scraping. - Second Edition

Product type Book
Published in May 2017
Publisher
ISBN-13 9781786462589
Pages 220 pages
Edition 2nd Edition
Languages
Concepts
Author (1):
Katharine Jarmul Katharine Jarmul
Profile icon Katharine Jarmul

CAPTCHAs and machine learning

With advances in deep learning and image recognition, computers are getting better at properly identifying text and objects in images. There have been several interesting papers and projects applying these deep learning image recognition methods to CAPTCHAs. One Python-based project (https://github.com/arunpatala/captcha) uses PyTorch to train a solver model on a large dataset of CAPTCHAs. In June 2012, Claudia Cruz, Fernando Uceda, and Leobardo Reyes (a group of students from Mexico) published a paper with an 82% solving accuracy on reCAPTCHA images (http://dl.acm.org/citation.cfm?id=2367894). There have been several other research and hacking attempts, especially those targeting the often-included audio components of the CAPTCHA images (which are included for accessibility purposes).

It's unlikely that you'll need more than your OCR or API-based CAPTCHA-service to solve...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $15.99/month. Cancel anytime}