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View multimodal biometrics phd thesis on a we explore various opportunities of reducing risk in a multimodal biometrics system the multimodal system. Biometric identification has been a challenging topic in computer vision for the past few decades in this thesis, we study four main challenges in biometrics: 1) secure and privacy-preserving biometric identification in untrusted public cloud servers, 2) single sample face recognition in unconstrained environments, 3) multimodal biometrics.
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