Search results for "Non-parametric image segmentation"

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A non-parametric segmentation methodology for oral videocapillaroscopic images

2014

We aim to describe a new non-parametric methodology to support the clinician during the diagnostic process of oral videocapillaroscopy to evaluate peripheral microcirculation. Our methodology, mainly based on wavelet analysis and mathematical morphology to preprocess the images, segments them by minimizing the within-class luminosity variance of both capillaries and background. Experiments were carried out on a set of real microphotographs to validate this approach versus handmade segmentations provided by physicians. By using a leave-one-patient-out approach, we pointed out that our methodology is robust, according to precision-recall criteria (average precision and recall are equal to 0.9…

Jaccard indexComputer scienceHealth InformaticsWavelet analysisMathematical morphologyStandard deviationCross-validationOral videocapillaroscopyWaveletImage Processing Computer-AssistedHumansSegmentationComputer visionMouthSettore INF/01 - Informaticabusiness.industryMicrocirculationNonparametric statisticsReproducibility of ResultsModels TheoreticalCapillariesComputer Science ApplicationsMathematical morphologyLeave-one-out cross-validationArtificial intelligencebusinessPrecision and recallNon-parametric image segmentationAlgorithmsSoftware
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