X-Git-Url: http://git.euphorik.ch/?a=blobdiff_plain;f=Parasitemia%2FParasitemia%2FMainAnalysis.fs;h=043eb739cd6dcaba1805a62f7e43f885f4373685;hb=3ddaf64dc5ba6a7066a279ad75b9a1ee72194639;hp=a240878a6cd133153fdb2b76827f0a2ca8f8b62a;hpb=d0c85068bb98a7999ed994f02669befa70edd5f9;p=master-thesis.git diff --git a/Parasitemia/Parasitemia/MainAnalysis.fs b/Parasitemia/Parasitemia/MainAnalysis.fs index a240878..043eb73 100644 --- a/Parasitemia/Parasitemia/MainAnalysis.fs +++ b/Parasitemia/Parasitemia/MainAnalysis.fs @@ -13,43 +13,32 @@ 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) - - use green = scaledImg.Item(1) - + use green = img.Item(1) let greenFloat = green.Convert() + let filteredGreen = gaussianFilter greenFloat (float config.Parameters.preFilterSigma) - let filteredGreen = gaussianFilter greenFloat 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)*) + let r1 = logTime "Granulometry (morpho)" (fun() -> Granulometry.findRadiusByClosing (filteredGreen.Convert()) (10, 80) 0.5 |> float32) + // let r2 = logTime "Granulometry (area)" (fun() -> Granulometry.findRadiusByAreaClosing filteredGreen (10, 80) |> float32) + // log (sprintf "r1: %A, r2: %A" r1 r2) + config.RBCRadius <- r1 - let initialAreaOpen = 2000 - logTime "areaOpen 1" (fun () -> ImgTools.areaOpenF filteredGreen initialAreaOpen) + let secondAreaOpen = int <| config.RBCArea / 3.f - config.RBCRadius <- Granulometry.findRadius filteredGreen (10, 100) 0.5 |> float - - let secondAreaOpen = int <| config.RBCArea / 3. - if secondAreaOpen > initialAreaOpen + if secondAreaOpen > config.Parameters.initialAreaOpen then logTime "areaOpen 2" (fun () -> ImgTools.areaOpenF filteredGreen secondAreaOpen) - let parasites, filteredGreenWhitoutInfection, filteredGreenWhitoutStain = ParasitesMarker.find filteredGreen config + let parasites, filteredGreenWhitoutStain = ParasitesMarker.find filteredGreen config //let parasites, filteredGreenWhitoutInfection, filteredGreenWhitoutStain = ParasitesMarker.findMa greenFloat filteredGreenFloat config - let edges, xGradient, yGradient = ImgTools.findEdges filteredGreenWhitoutStain - - 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) @@ -61,8 +50,6 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li let buildFileName postfix = System.IO.Path.Combine(dirPath, name + postfix) - //saveImg canny (buildFileName " - canny.png") - saveMat (edges * 255.0) (buildFileName " - edges.png") saveImg parasites.darkStain (buildFileName " - parasites - dark stain.png") @@ -73,7 +60,7 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li drawEllipses imgAllEllipses allEllipses (Bgr(0.0, 240.0, 240.0)) 0.05 saveImg imgAllEllipses (buildFileName " - ellipses - all.png") - let imgEllipses = img.Copy() + let imgEllipses = filteredGreenWhitoutStain.Convert() drawEllipses imgEllipses ellipses (Bgr(0.0, 240.0, 240.0)) 1.0 saveImg imgEllipses (buildFileName " - ellipses.png") @@ -92,14 +79,14 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li saveImg filteredGreen (buildFileName " - filtered.png") saveImg filteredGreenWhitoutStain (buildFileName " - filtered closed stain.png") - saveImg filteredGreenWhitoutInfection (buildFileName " - filtered closed infection.png") + //saveImg filteredGreenWhitoutInfection (buildFileName " - filtered closed infection.png") saveImg green (buildFileName " - green.png") - use blue = scaledImg.Item(0) + use blue = img.Item(0) saveImg blue (buildFileName " - blue.png") - use red = scaledImg.Item(2) + use red = img.Item(2) saveImg red (buildFileName " - red.png") | _ -> ()