X-Git-Url: http://git.euphorik.ch/?a=blobdiff_plain;f=Parasitemia%2FParasitemiaCore%2FGranulometry.fs;fp=Parasitemia%2FParasitemiaCore%2FGranulometry.fs;h=ed8bda6e439cfe24559e0d1664b38db5ac8f30f9;hb=4bfa3cbdc6145e6944f02e24829ab2ef3a851ac1;hp=0000000000000000000000000000000000000000;hpb=48ecdfc43001c444eff6ad442986049384674af2;p=master-thesis.git diff --git a/Parasitemia/ParasitemiaCore/Granulometry.fs b/Parasitemia/ParasitemiaCore/Granulometry.fs new file mode 100644 index 0000000..ed8bda6 --- /dev/null +++ b/Parasitemia/ParasitemiaCore/Granulometry.fs @@ -0,0 +1,69 @@ +module ParasitemiaCore.Granulometry + +open System +open System.Drawing + +open Emgu.CV +open Emgu.CV.Structure + +open Utils + +// 'range': a minimum and maximum radius. +// 'scale': <= 1.0, to speed up the process. +let findRadiusByClosing (img: Image) (range: int * int) (scale: float) : int = + use scaledImg = if scale = 1. then img else img.Resize(scale, CvEnum.Inter.Area) + + let r1, r2 = range + let r1', r2' = roundInt (float r1 * scale), roundInt (float r2 * scale) + + let patternSpectrum = Array.zeroCreate (r2' - r1') + let intensityImg = scaledImg.GetSum().Intensity + + // 's' must be odd. + let octagon (s: int) : Matrix = + if s % 2 = 0 then failwith "s must be odd" + let m = new Matrix(Array2D.create s s 1uy) + let r = (float s) / (Math.Sqrt 2. + 2.) |> roundInt + for i in 0 .. r - 1 do + for j in 0 .. r - 1 do + if i + j < r + then + m.[i, j] <- 0uy + m.[s - i - 1, j] <- 0uy + m.[i, s - j - 1] <- 0uy + m.[s - i - 1, s - j - 1] <- 0uy + m + + let mutable previous_n = Double.NaN + for r in r1' .. r2' do + let se = CvInvoke.GetStructuringElement(CvEnum.ElementShape.Ellipse, Size(2 * r, 2 * r), Point(-1, -1)) + //let se = octagon (2 * r - 1) + + use closed = scaledImg.MorphologyEx(CvEnum.MorphOp.Close, se, Point(-1, -1), 1, CvEnum.BorderType.Replicate, MCvScalar(0.0)) + + let n = closed.GetSum().Intensity + + if not (Double.IsNaN previous_n) + then + patternSpectrum.[r - r1' - 1] <- abs (n - previous_n) + previous_n <- n + + let max, _ = patternSpectrum |> Array.indexed |> Array.fold (fun (iMax, sMax) (i, s) -> if s > sMax then (i, s) else (iMax, sMax)) (0, Double.MinValue) + + float (max + r1') / scale |> roundInt + +let findRadiusByAreaClosing (img: Image) (range: int * int) : int = + let r1, r2 = range + + use imgCopy = img.Copy() + + let mutable maxDiff = 0.f + let mutable max_r = r1 + + ImgTools.areaCloseFWithFun imgCopy [ for r in r1 .. r2 -> Math.PI * float r ** 2. |> roundInt, r ] (fun r diff -> + if r <> r1 && diff > maxDiff + then + maxDiff <- diff + max_r <- r - 1 ) + max_r +