0000000000156910

AUTHOR

Walid Ben Tara

showing 2 related works from this author

Intensity invariant nonlinear correlation filtering in spatially disjoint noise.

2010

We analyze the performance of a nonlinear correlation called the Locally Adaptive Contrast Invariant Filter in the presence of spatially disjoint noise under the peak-to-sidelobe ratio (PSR) metric. We show that the PSR using the nonlinear correlation improves as the disjoint noise intensity increases, whereas, for common linear filtering, it goes to zero. Experimental results as well as comparisons with a classical matched filter are given.

business.industryMaterials Science (miscellaneous)Matched filterMathematical analysisNonlinear correlationFilter (signal processing)Disjoint setsIndustrial and Manufacturing EngineeringOpticsDigital image processingMedian filterBusiness and International ManagementInvariant (mathematics)businessLinear filterMathematicsApplied optics
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Modified LACIF filtering in background disjoint noise

2011

Abstract This work deals with pattern recognition methods based on correlations for images in the presence of noise. We propose a modification of the nonlinear Locally Adaptive Contrast Invariant Filter (LACIF) that yields correlation peaks that are invariant to linear intensity changes of the target but that has some limitations in the presence low variance nonoverlapping background noise. The modification of the filter implies a normalization by a global variance of several distributions. The estimation of the variance distributions is done locally by means of correlations. Experimental results as well as comparisons with the classical matched filter and the common LACIF are given.

business.industryMatched filterNormalization (image processing)Filter (signal processing)Disjoint setsAtomic and Molecular Physics and OpticsElectronic Optical and Magnetic MaterialsBackground noiseNonlinear systemOpticsElectrical and Electronic EngineeringPhysical and Theoretical ChemistryInvariant (mathematics)businessAlgorithmChange detectionMathematicsOptics Communications
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