Publication | Closed Access
A High Performance Exact Histogram Specification Algorithm
13
Citations
6
References
2007
Year
EngineeringComputational ComplexityImage ManipulationHistogram Specification AlgorithmsImage ForensicsSource ImageImage AnalysisData ScienceData MiningPattern RecognitionImage CompressionPattern AnalysisMachine VisionMultimedia Signal ProcessingKnowledge DiscoveryComputer EngineeringComputer SciencePattern MatchingComputer VisionImage CodingCombinatorial Pattern MatchingData Modeling
Real-time histogram specification methods aims to find a continuous function that transforms a source image to match a target distribution with the highest possible degree of accuracy. Many approaches privilege exact specification exploiting multi-valued ordering functions but incur in highly computational expensive implementations. Histogram specification algorithms can be classified according to computational complexity, image distortion and accuracy of reproduction of the target histogram. The method we propose permits an exact match of a given target histogram independently of the source image meanwhile introducing negligible image distortion. The simplicity of the method enables fast computation making the algorithm suitable for real time applications. Exhaustive experiments and accurate comparisons are carried out against the most representative approaches reported in literature.
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