X-Git-Url: http://git.euphorik.ch/?p=master-thesis.git;a=blobdiff_plain;f=Parasitemia%2FParasitemia%2FMainAnalysis.fs;h=ec2aabb9953f8ef789f0ac98b92289128191381b;hp=6111f06fcbc507bbc2edf8e6a70776db2618d753;hb=044b0ae69df3ac565432545b2fa934589016f9bd;hpb=bef2e9f0bf1bba21d4c988fdf654c2dc303ec34a diff --git a/Parasitemia/Parasitemia/MainAnalysis.fs b/Parasitemia/Parasitemia/MainAnalysis.fs index 6111f06..ec2aabb 100644 --- a/Parasitemia/Parasitemia/MainAnalysis.fs +++ b/Parasitemia/Parasitemia/MainAnalysis.fs @@ -13,59 +13,30 @@ open Types let doAnalysis (img: Image) (name: string) (config: Config) : Cell list = - - use scaledImg = if config.Parameters.scale = 1.0 then img else img.Resize(config.Parameters.scale, CvEnum.Inter.Area) + let scaledImg = if config.Parameters.scale = 1.0 then img else img.Resize(config.Parameters.scale, CvEnum.Inter.Area) use green = scaledImg.Item(1) - let greenFloat = green.Convert() + let filteredGreen = gaussianFilter greenFloat (float config.Parameters.preFilterSigma) - let filteredGreen = gaussianFilter green config.Parameters.preFilterSigma - - (*let maximaImg = filteredGreen.Copy() - let maxima = logTime "maxima" (fun () -> ImgTools.findMaxima maximaImg) - for m in maxima do - ImgTools.drawPoints maximaImg m 255uy + logTime "areaOpen 1" (fun () -> ImgTools.areaOpenF filteredGreen config.Parameters.initialAreaOpen) - let greenOpen1 = filteredGreen.Copy() - logTime "areaOpen1" (fun () -> ImgTools.areaOpen greenOpen1 2000)*) + config.RBCRadius <- logTime "Granulometry" (fun() -> Granulometry.findRadius (filteredGreen.Convert()) (10, 100) 0.3 |> float32) - let initialAreaOpen = 2000 - logTime "areaOpen 1" (fun () -> ImgTools.areaOpen filteredGreen 2000) - - config.RBCRadius <- Granulometry.findRadius filteredGreen (10, 100) 0.5 |> float - - let secondAreaOpen = int <| config.RBCArea / 3. - if secondAreaOpen > initialAreaOpen + let secondAreaOpen = int <| config.RBCArea / 3.f + if secondAreaOpen > config.Parameters.initialAreaOpen then - logTime "areaOpen 2" (fun () -> ImgTools.areaOpen filteredGreen secondAreaOpen) - - let filteredGreenFloat = filteredGreen.Convert() // Is it neccessary? + logTime "areaOpen 2" (fun () -> ImgTools.areaOpenF filteredGreen secondAreaOpen) - let parasites, filteredGreenWhitoutInfection, filteredGreenWhitoutStain = ParasitesMarker.find filteredGreen filteredGreenFloat config + let parasites, filteredGreenWhitoutStain = ParasitesMarker.find filteredGreen config //let parasites, filteredGreenWhitoutInfection, filteredGreenWhitoutStain = ParasitesMarker.findMa greenFloat filteredGreenFloat config - let filteredGreenWhitoutInfectionFloat = filteredGreenWhitoutInfection.Convert() - let filteredGreenWhitoutStainFloat = filteredGreenWhitoutStain.Convert() - (*let min = ref 0.0 - let minLocation = ref <| Point() - let max = ref 0.0 - let maxLocation = ref <| Point() - magnitudes.MinMax(min, max, minLocation, maxLocation) - - use magnitudesByte = ((magnitudes / !max) * 255.0).Convert() // Otsu from OpenCV only support 'byte'. - use edges = new Matrix(xEdges.Size) - CvInvoke.Threshold(magnitudesByte, edges, 0.0, 1.0, CvEnum.ThresholdType.Otsu ||| CvEnum.ThresholdType.Binary) |> ignore - - logTime "Finding edges" (fun() -> thin edges)*) - - let edges, xGradient, yGradient = ImgTools.findEdges filteredGreenWhitoutStainFloat - - logTime "Removing small connected components from thinning" (fun () -> removeArea edges 12) + let edges, xGradient, yGradient = logTime "Finding edges" (fun () -> ImgTools.findEdges filteredGreenWhitoutStain) + logTime "Removing small connected components from thinning" (fun () -> removeArea edges (config.RBCRadius ** 2.f / 50.f |> int)) let allEllipses, ellipses = logTime "Finding ellipses" (fun () -> let matchingEllipses = Ellipse.find edges xGradient yGradient config - matchingEllipses.Ellipses, matchingEllipses.PrunedEllipses ) + matchingEllipses.Ellipses, matchingEllipses.PrunedEllipses) let cells = logTime "Classifier" (fun () -> Classifier.findCells ellipses parasites filteredGreenWhitoutStain config) @@ -91,8 +62,6 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li drawEllipses imgEllipses ellipses (Bgr(0.0, 240.0, 240.0)) 1.0 saveImg imgEllipses (buildFileName " - ellipses.png") - // saveImg (kmediansResults.fg * 255.0) (buildFileName " - foreground.png") - let imgCells = img.Copy() drawCells imgCells false cells saveImg imgCells (buildFileName " - cells.png") @@ -101,17 +70,14 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li drawCells imgCells' true cells saveImg imgCells' (buildFileName " - cells - full.png") - let filteredGreenMaxima = gaussianFilter green config.Parameters.preFilterSigma + let filteredGreenMaxima = gaussianFilter greenFloat config.Parameters.preFilterSigma for m in ImgTools.findMaxima filteredGreenMaxima do - ImgTools.drawPoints filteredGreenMaxima m 255uy + ImgTools.drawPoints filteredGreenMaxima m 255.f saveImg filteredGreenMaxima (buildFileName " - filtered - maxima.png") saveImg filteredGreen (buildFileName " - filtered.png") saveImg filteredGreenWhitoutStain (buildFileName " - filtered closed stain.png") - saveImg filteredGreenWhitoutInfection (buildFileName " - filtered closed infection.png") - - (*saveImg parasitesMarker (buildFileName " - parasites (area closing).png") - saveImg stainMarker (buildFileName " - stain (area closing).png")*) + //saveImg filteredGreenWhitoutInfection (buildFileName " - filtered closed infection.png") saveImg green (buildFileName " - green.png")