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A Framework for Binding and Retrieving Class-Specific Information to and from Image Patterns Using Correlation Filters
Sept. 2013 (vol. 35 no. 9)
pp. 2064-2077
V. N. Boddeti, Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
B. V. K. V. Kumar, Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
We describe a template-based framework to bind class-specific information to a set of image patterns and retrieve that information by matching the template to a query pattern of the same class. This is done by mapping the class-specific information to a set of spatial translations which are applied to the set of image patterns from which a template is designed, taking advantage of the properties of correlation filters. The bound information is retrieved during matching with an authentic query by estimating the spatial translations applied to the images that were used to design the template. In this paper, we focus on the problem of binding information to biometric signatures as an application of our framework. Our framework is flexible enough to allow spreading the information to be bound over multiple pattern classes which, in the context of biometric key-binding, enables multiclass and multimodal biometric key-binding. We demonstrate the effectiveness of the proposed scheme via extensive numerical results on multiple biometric databases.
Index Terms:
palmprint recognition,face recognition,filtering theory,image matching,image retrieval,palmprint recognition,class-specific information retrieval,image patterns,correlation filters,template-based framework,query pattern,spatial translations,authentic query,class-specific information binding,biometric signatures,multimodal biometric key-binding,multiclass biometric key-binding,template matching,face recognition,Correlation,Training,Pattern matching,Authentication,Databases,Noise,Matched filters,palmprint recognition,Biometric security,correlation filters,biometric key-binding,face recognition
Citation:
V. N. Boddeti, B. V. K. V. Kumar, "A Framework for Binding and Retrieving Class-Specific Information to and from Image Patterns Using Correlation Filters," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 35, no. 9, pp. 2064-2077, Sept. 2013, doi:10.1109/TPAMI.2012.244
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