X-Git-Url: http://git.euphorik.ch/?a=blobdiff_plain;f=Parasitemia%2FParasitemia%2FParasitesMarker.fs;fp=Parasitemia%2FParasitemia%2FParasitesMarker.fs;h=44da9011d3b17ab2a458bf030ff2938aeb5466d8;hb=dec96d50e56e1932bbfa09e6bedf90d6b707ccbd;hp=0000000000000000000000000000000000000000;hpb=ba64921fb9a0c36cd8cf802cbf1b2c0f79bc25f6;p=master-thesis.git diff --git a/Parasitemia/Parasitemia/ParasitesMarker.fs b/Parasitemia/Parasitemia/ParasitesMarker.fs new file mode 100644 index 0000000..44da901 --- /dev/null +++ b/Parasitemia/Parasitemia/ParasitesMarker.fs @@ -0,0 +1,39 @@ +module ParasitesMarker + +open System.Drawing + +open Emgu.CV +open Emgu.CV.Structure + +type Result = { + darkStain: Image + stain: Image + infection: Image } + +let find (green: Image) (filteredGreen: Image) (config: Config.Config) : Result = + + // 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 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 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 + + { darkStain = darkStain; + stain = findSmears config.stainSigma config.stainLevel + infection = findSmears config.infectionSigma config.infectionLevel } + + + +