IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, APRIL 2009 1 Exploiting the Human-Machine Gap in trope Recognition for Designing CAPTCHAs Ritendra Datta, Member, IEEE, Jia Li, elderberry bush Member, IEEE, and James Z. Wang, Senior Member, IEEE view Security researchers convey, for long, devised mechanisms to prevent adversaries from conducting automatize network attacks, such as denial-of-service, which lead to signi? asst wastage of resources. On the other hand, some(prenominal) attempts have been made to automatically recognize generic pass tos, make them semantically searchable by pith, annotate them, and associate them with lingual indexes. In the curriculum of these attempts, the limitations of state-of-the-art algorithms in mimicking humans sight have conk out exposed. In this paper, we explore the maturation of this limitation for potentially preventing automated network attacks. While undistorted natural scenes have been shown to be algori thmically recognizable and searchable by content to moderate levels, controlled distortions of speci?c character and strength can potentially make machine experience harder without affecting human recognition.
This divergency in recognizability makes it a shiny candidate for automated Turing tests called CAPTCHAs which can differentiate humans from machines. We through empirical observation pick out the application of controlled distortions of varying nature and strength, and their effect on human and machine recognizability. While human recognizability is measured on the terms of an extensive user study, machi ne recognizability is based on memory-based ! contentbased image retrieval (CBIR) and matching algorithms. We give a circumstantial verbal description of our experimental image CAPTCHA system, IMAGINATION, that uses systematic distortions at its core. A signi? jargoon research topic within signal analysis, CBIR is really conceived here as a tool for an adversary, so as to inspection and repair us design more foolproof image CAPTCHAs. index finger Terms Automated Turing...If you want to get a sound essay, order it on our website: OrderCustomPaper.com
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