Please use this identifier to cite or link to this item: http://hdl.handle.net/10603/384773
Title: Designing Secure and Usable CAPTCHA in Hindi Language
Researcher: Mohinder Kumar
Guide(s): Manish Kumar
Keywords: CAPTCHA
De-CAPTCHA
Digital Image Processing
Hindi CAPTCHA
Machine Learning
Optical Character Recognition
Reverse Turing Test
University: Panjab University
Completed Date: 2021
Abstract: Completely Automated Public Turing test to tell Computers and Humans Apart (CAPTCHA) is a popular term used for Human Interaction Proofs. After getting such a high breaking rate of all kinds of CAPTCHAs, it is a dire need to find an alternate solution. The 4th widely spoken language in the world is also Hindi. It motivated us to design a text-based CAPTCHA in the Hindi language. Some Hindi language-based CAPTCHAs exist, but security testing is not done on these designs. We collected 20 unique Hindi CAPTCHAs to test the security. We achieved 57% to 93% breaking rate for collected 20 CAPTCHA schemes. We derived some benchmarks to design a more secure and useable CAPTCHA and developed a novel Hindi CAPTCHA. The length of the proposed Hindi CAPTCHA varies from 5 to 8 characters. It has a combination of 5 different segments. We have generated two versions of the proposed CAPTCHA. We tried to break these schemes with the proposed CAPTCHA breaking algorithms. We have achieved a low segmentation rate for Version 1.0 and Version 2.0 that ranges from 0.12% to 7.16% and 0% to 2.03% respectively. Both versions are segment proof. For testing usability, we generated 1200 CAPTCHA samples of each version. In the usability testing, 60 users have participated. We got 90.67% and 62.34% recognition accuracy for Version 1.0 and Version 2.0. The average time to solve a single image was about 10.13 seconds and 13.5 seconds for Version 1.0 and Version 2.0, respectively. It places Version 1.0 in the sweet spot that is the desired property of a CAPTCHA. newline
Pagination: xxi, 214p.
URI: http://hdl.handle.net/10603/384773
Appears in Departments:Department of Computer Science and Application

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02_certificate.pdf1.86 MBAdobe PDFView/Open
03_acknowledgement.pdf175.6 kBAdobe PDFView/Open
04_abstract.pdf32.62 kBAdobe PDFView/Open
05_llist of acronym.pdf30.72 kBAdobe PDFView/Open
06_contents.pdf238.75 kBAdobe PDFView/Open
07_list_of_figures.pdf39.43 kBAdobe PDFView/Open
08_list_of_tables.pdf56.7 kBAdobe PDFView/Open
09_chapter_1.pdf1.18 MBAdobe PDFView/Open
10_chapter_2.pdf1.16 MBAdobe PDFView/Open
11_chapter_3.pdf1.98 MBAdobe PDFView/Open
12_chapter_4.pdf8.62 MBAdobe PDFView/Open
13_chapter_5.pdf914.06 kBAdobe PDFView/Open
14_chapter_6.pdf2.38 MBAdobe PDFView/Open
15_chapter_7.pdf3.1 MBAdobe PDFView/Open
16_chapter_8.pdf506.78 kBAdobe PDFView/Open
17_references.pdf498.36 kBAdobe PDFView/Open
18_list of publications.pdf286.45 kBAdobe PDFView/Open
80_recommendation.pdf459.07 kBAdobe PDFView/Open
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