IEEE Transactions on Image Processing · 2017 · 78 citations · 27 references
EngineeringComputer EngineeringComputer ScienceComputer VisionField-programmable Gate ArraysReconfigurable ComputingDigital Image ProcessingFpga ArchitectureHardware AccelerationImage EnhancementImage FilteringImage ProcessingAnisotropic FilteringGaussian FilteringImage NormalizationImage Processing UnitsNormalizationReal-time Image EnhancementReconfigurable Hardware ArchitectureReconfigurable Image Processing Systems
A real-time image filtering technique is proposed which could result in faster implementation for fingerprint image enhancement. One major hurdle associated with fingerprint filtering techniques is the expensive nature of their hardware implementations. To circumvent this, a modified anisotropic Gaussian filter is efficiently adopted in hardware by decomposing the filter into two orthogonal Gaussians and an oriented line Gaussian. An architecture is developed for dynamically controlling the orientation of the line Gaussian filter. To further improve the performance of the filter, the input image is homogenized by a local image normalization. In the proposed structure, for a middle-range reconfigurable FPGA, both parallel compute-intensive and real-time demands were achieved. We manage to efficiently speed up the image-processing time and improve the resource utilization of the FPGA. Test results show an improved speed for its hardware architecture while maintaining reasonable enhancement benchmarks.
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FVC2002: Second Fingerprint Verification Competition
Dario Maio, Davide Maltoni, Raffaele Cappelli et al. · 2003 · 691 citations
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