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

Nov 04, 2023 •341 likes •613 views

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 :

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 : Completely Automated Public Turing Test to Tell Computers and Humans Apart .
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
Real World Popular Captchas
Our Attack
Our Attack : Extracting Components
Our Attack : Extracting Components
Our Attack : Partition and Recognition Step 1. Component sorting
Our Attack : Partition and Recognition Step 2. Graph building
Our Attack : Partition and Recognition Step 2. Graph building
Our Attack : Partition and Recognition Step 3. Graph pruning
Our Attack : Partition and Recognition Step 3. Graph pruning
Our Attack : Partition and Recognition Step 4. Recognizing component combinations
Our Attack : Partition and Recognition Step 4. Recognizing component combinations
Our Attack : Partition and Recognition Step 5. Graph search
Evaluation : Attack Results
Evaluation : Further Applicability Test
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 .
Design Choices : Graph Search Algorithms
Design Choices : Extraction Orientations
Design Choices : Extraction Orientations
Design Choices : Extracting Methods
Design Choices : Classifiers
Defence
Summary and Conclusion
Thank you !

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