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official repository for "Seeing Through the Mask: Rethinking Adversarial Examples for CAPTCHAs"
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ETH-DISCO/advx-bench
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Jabary, Y., Plesner, A., Kuzhagaliyev, T., & Wattenhofer, R. (2024). Seeing Through the Mask: Rethinking Adversarial Examples for CAPTCHAs. arXiv preprint arXiv:2409.05558. ⠀⠀⠀⠀⠀⠀⠀⠀⣠⣤⣦⣤⣄⡀⠀⠀⠀⠀⢀⣀⣀⣀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⣰⠟⠙⠀⠀⠀⠈⢻⡆⠀⣴⠞⠋⠉⠉⠙⠳⣦⡀⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⢸⡛⠂⠀⢀⣀⡀⠀⠈⣿⣾⠋⠀⠀⠀⡀⣀⠀⠈⣿⡄⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⣽⠁⢀⡖⠁⠀⠉⡂⠀⣽⢇⠀⣠⣞⡿⢯⣿⡇⠀⢸⡇⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⢰⣿⠄⡎⠀⠀⠀⢀⠃⠐⣿⠀⣼⣱⠁⠀⢸⢸⡇⠀⢺⡇⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⢨⡟⠀⡇⠀⠀⢀⠎⠀⢸⡇⠀⡇⡃⠀⠀⡸⢸⠃⠀⣿⠇⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠈⣿⠀⠀⠀⠀⠀⠀⠀⢸⡇⠀⠇⠃⠀⠀⠃⠘⠀⢠⡿⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⣿⡆⠀⠀⢀⣀⣀⡀⢸⣇⠀⠀⠀⠀⠀⠀⠀⢀⣞⠃⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⣘⡟⠰⠛⠛⠉⠙⠉⠈⠃⠀⠀⠀⠀⠀⠀⢰⣾⡗⠚⢶⣄⠀⠀⠀⠀⠀ ⠀⠀⠀⣤⡾⠋⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⡁⠀⢀⡬⢹⡇⠀⠀⠀⠀ ⠀⠀⣴⠟⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣷⠀⠚⢷⡼⠳⠀⠀⠀⠀ ⠀⣼⠇⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⣙⣷⠀⠀⠈⢈⢔⠀⠀⠀ ⢸⡟⠀⣀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⢏⢱⡀⠈⠁⢨⢤⠀⠀ ⣿⣣⣷⡟⡆⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡸⣼⡟⠂⢒⠒⡻⣧⠠ ⣿⣿⣿⠟⠁⠀⠀⠀⠀⠀⠀⠀⢀⣶⣿⣤⠀⠀⠀⠀⠈⢈⠀⢤⡏⠁⠀⠀⠀⠀⢹⣇ ⠹⣧⣀⠂⠀⠰⣦⣸⣶⠄⠀⠀⠸⡿⠿⠆⠀⠀⠀⠀⠀⠀⣂⠮⠄⠀⠀⠀⠀⠀⠀⣿ ⠀⠈⠻⣦⣒⠸⠛⠻⠖⠀⠀⠀⠀⠀⠀⢀⠠⠀⠀⠀⣀⣽⠟⠁⠀⠀⠀⠀⣄⠀⠀⣾ ⠀⠀⠀⠈⢙⣷⢶⣤⣀⣀⠀⠀⠀⠀⠀⠀⠀⠀⣀⠜⠞⠁⠀⠀⠀⠀⠀⣼⢏⣠⣾⠟ ⠀⠀⠀⢀⣾⠃⠀⠀⠉⠛⠛⠻⠶⠦⠶⠶⠚⠋⠁⠀⠀⠀⠀⠀⠀⣰⡾⠛⠛⠉⠀⠀ ⠀⠀⠀⠘⣿⠀⠀⠀⠀⠀⢲⠅⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⡀⣠⡾⠏⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠻⣧⡀⠀⠀⣡⣿⠛⠻⠶⣾⠀⠀⠀⠀⠀⠀⠈⢾⡟⠆⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠉⠛⠛⠛⠋⠁⠀⠀⠀⢿⣦⠀⠀⠀⠀⠀⣠⡾⠁⠀⠀⠀⠀⠀⠀⠀⠀ ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠈⠻⣶⣤⣀⣦⣴⡟⠁⠀⠀⠀⠀⠀⠀⠀⠀⠀ File tree: - `/src/demo.ipynb` example usage of modules - `/src/advx`: hCaptcha based geometric masks - `/src/metrics`: metrics used for benchmarking - `/src/models`: classification, detection and segmentation models used for benchmarking Thanks to: - Turlan Kuzhagaliyev (@tkz10) for scraping the hCAPTCHA dataset - The TU Wien DSG group for providing compute for the ResNet tuning experiment
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official repository for "Seeing Through the Mask: Rethinking Adversarial Examples for CAPTCHAs"