A Simple Generic Attack on Text Captchas Haichang Gao (Xidian - - PowerPoint PPT Presentation

a simple generic attack on text captchas
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A Simple Generic Attack on Text Captchas Haichang Gao (Xidian - - PowerPoint PPT Presentation

A Simple Generic Attack on Text Captchas Haichang Gao (Xidian University), Jeff Yan (Lancaster University), Fang Cao, Zhengya Zhang, Lei Lei, Mengyun Tang, Ping Zhang, Xin Zhou, Xuqin Wang and Jiawei Li (Xidian University) Introduction CAPTCHA :


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A Simple Generic Attack

  • n Text Captchas

Haichang Gao (Xidian University), Jeff Yan (Lancaster University), Fang Cao, Zhengya Zhang, Lei Lei, Mengyun Tang, Ping Zhang, Xin Zhou, Xuqin Wang and Jiawei Li (Xidian University)

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Introduction

CAPTCHA:

Completely Automated Public Turing Test to Tell Computers and Humans Apart .

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Gabor Filters

Dennis Gabor laid their theoretical foundations in 1946. The temporal (1-D) Gabor filters The Spatial (2-D) Gabor filters Log-Gabor filters 2D Log-Gabor filters

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Real World Popular Captchas

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Our Attack

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Our Attack : Extracting Components

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Our Attack : Extracting Components

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Our Attack : Partition and Recognition

Step 1. Component sorting

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Our Attack : Partition and Recognition

Step 2. Graph building

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Our Attack : Partition and Recognition

Step 2. Graph building

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Our Attack : Partition and Recognition

Step 3. Graph pruning

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Our Attack : Partition and Recognition

Step 3. Graph pruning

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Our Attack : Partition and Recognition

Step 4. Recognizing component combinations

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Our Attack : Partition and Recognition

Step 4. Recognizing component combinations

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Our Attack : Partition and Recognition

Step 5. Graph search

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Evaluation : Attack Results

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Evaluation : Further Applicability Test

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Evaluation : A Comparison with Prior Art

pixel counting, histogram analysis, CFS Decaptcha: preprocessing, segmentation, post-segmentation, recognition, and post-preprocessing CCS’13: The Robustness of Hollow Captchas. WOOT’ 14:The End is Nigh: Generic Solving of Text-based Captchas.

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Design Choices : Graph Search Algorithms

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Design Choices : Extraction Orientations

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Design Choices : Extraction Orientations

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Design Choices : Extracting Methods

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Design Choices : Classifiers

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Defence

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Summary and Conclusion

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Thank you !