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DOI: 10.14569/IJACSA.2018.091209
PDF

Reading the Moving Text in Animated Text-Based CAPTCHAs

Author 1: Syed Safdar Ali Shah
Author 2: Riaz Ahmed Shaikh
Author 3: Rafaqat Hussain Arain

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 9 Issue 12, 2018.

  • Abstract and Keywords
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Abstract: Having based on hard AI problems, CAPTCHA (Completely Automated Public Turing test to tell the Computers and Humans Apart) is a hot research topic in the field of computer vision and artificial intelligence. CAPTCHA is a challenge-response test conducted to single out humans and bots. It is ubiquitously implemented on the web since its introduction. As text-based CAPTCHAs are successfully broken by various researchers therefore several design variants have been proposed and implemented in order to further strengthen it. Animated Text-based CAPTCHAs are one of the design variant of it and are based on the difficulty of reading the moving text. They are based on zero knowledge per frame principle. Although it’s still easy for humans to read animated text but it’s a challenge for machines. As proposals for animated CAPTCHAs are on the rise so there is a strong need to scrutinize their strength against automated attacks. In this research, such CAPTCHAs are investigated to verify their robustness against automated attacks. The proposed methods proved that these CAPTCHAs are vulnerable and they do not guarantee the robustness against automated attacks. The proposed frame selection, noise removal, segmentation and recognition methods have successfully decoded these CAPTCHAs with an overall precision, segmentation accuracy and recognition rate of up to 53.8%, 92.9% and 93.5% respectively.

Keywords: Bots; CAPTCHAs; ANNs; animations; image processing; HIPs; machine learning

Syed Safdar Ali Shah, Riaz Ahmed Shaikh and Rafaqat Hussain Arain, “Reading the Moving Text in Animated Text-Based CAPTCHAs” International Journal of Advanced Computer Science and Applications(IJACSA), 9(12), 2018. http://dx.doi.org/10.14569/IJACSA.2018.091209

@article{Shah2018,
title = {Reading the Moving Text in Animated Text-Based CAPTCHAs},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2018.091209},
url = {http://dx.doi.org/10.14569/IJACSA.2018.091209},
year = {2018},
publisher = {The Science and Information Organization},
volume = {9},
number = {12},
author = {Syed Safdar Ali Shah and Riaz Ahmed Shaikh and Rafaqat Hussain Arain}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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