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Hwajung Yoo - IEEE Xplore Author Profile

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Recently, deep learning-based biometric authentication systems, especially fingerprint authentication, have been used widely in real-world. However, these systems are vulnerable to adversarial attacks which prevent deep learning models from distinguishing input data properly. To solve these problems, various defense methods have been proposed, especially utilizing denoising mechanisms, but they pr...Show More
While a number of CNN-based fingerprint liveness detection (FLD) methods have been proposed, they still provide limited detection performance on untrained materials that can be used for generating fake fingerprints. In this paper, we present a cross-material FLD method that improves generalization performance by transferring the material styles between finger-prints. As a result of evaluation usin...Show More