X-Git-Url: http://git.euphorik.ch/?p=master-thesis.git;a=blobdiff_plain;f=Parasitemia%2FParasitemia%2FParasitesMarker.fs;h=e422b04d92fa4fbd92ea56b1d3b382cad4fc36f0;hp=44da9011d3b17ab2a458bf030ff2938aeb5466d8;hb=e76da913cd58078ad2479357b2430ed62a6e0777;hpb=dec96d50e56e1932bbfa09e6bedf90d6b707ccbd diff --git a/Parasitemia/Parasitemia/ParasitesMarker.fs b/Parasitemia/Parasitemia/ParasitesMarker.fs index 44da901..e422b04 100644 --- a/Parasitemia/Parasitemia/ParasitesMarker.fs +++ b/Parasitemia/Parasitemia/ParasitesMarker.fs @@ -10,30 +10,36 @@ type Result = { stain: Image infection: Image } -let find (green: Image) (filteredGreen: Image) (config: Config.Config) : Result = +// Create three binary markers : +// * 'Dark stain' corresponds to the colored pixel, it's independent of the size of the areas. +// * 'Stain' corresponds to the stain around the parasites. +// * 'Infection' corresponds to the parasite. It shouldn't contain thrombocytes. +let find (green: Image) (filteredGreen: Image) (kmediansResult: KMedians.Result) (config: Config.Config) : Result = + + let green = ImgTools.gaussianFilter green 1.0 // We use the filtered image to find the dark stain. - let { KMedians.fg = fg; KMedians.median_bg = median_bg; KMedians.median_fg = median_fg; KMedians.d_fg = d_fg } = KMedians.kmedians filteredGreen 1.0 + let { KMedians.fg = fg; KMedians.median_bg = median_bg; KMedians.median_fg = median_fg; KMedians.d_fg = d_fg } = kmediansResult let darkStain = d_fg.Cmp(median_bg * config.darkStainLevel, CvEnum.CmpType.GreaterThan) darkStain._And(filteredGreen.Cmp(median_fg, CvEnum.CmpType.LessThan)) darkStain._And(fg) - + let fgFloat = (fg / 255.0).Convert() let greenWithoutBg = green.Copy() greenWithoutBg.SetValue(Gray(0.0), fg.Not()) - let findSmears (sigma: float) (level: float) : Image = + let findSmears (sigma: float) (level: float) : Image = let greenWithoutBgSmoothed = ImgTools.gaussianFilter greenWithoutBg sigma let fgSmoothed = ImgTools.gaussianFilter fgFloat sigma let smears = (greenWithoutBg.Mul(fgSmoothed)).Cmp(greenWithoutBgSmoothed.Mul(level), CvEnum.CmpType.LessThan) smears._And(fg) - smears + smears { darkStain = darkStain; stain = findSmears config.stainSigma config.stainLevel infection = findSmears config.infectionSigma config.infectionLevel } - +