X-Git-Url: http://git.euphorik.ch/?p=master-thesis.git;a=blobdiff_plain;f=Parasitemia%2FParasitemiaCore%2FMainAnalysis.fs;h=9c85c7b1169b1ec906c0bca4985862884a548510;hp=5a8e16db92500671c0af978a46f48cd5fd60eb08;hb=e3842630f4d36c5ea8c8a0c3d4762684e1c510f4;hpb=b972d407545bc1a0d1c5e2f1e75a2d5887afc296 diff --git a/Parasitemia/ParasitemiaCore/MainAnalysis.fs b/Parasitemia/ParasitemiaCore/MainAnalysis.fs index 5a8e16d..9c85c7b 100644 --- a/Parasitemia/ParasitemiaCore/MainAnalysis.fs +++ b/Parasitemia/ParasitemiaCore/MainAnalysis.fs @@ -52,22 +52,20 @@ let doAnalysis (img: Image) (name: string) (config: Config) (reportPr use img_float = img.Convert() - // use img_RBC = mergeChannels img_float config.Parameters.colorContribution_BG_RBC - use img_RBC = mergeChannelsWithProjection img_float config.Parameters.averageColor_RBC config.Parameters.averageColor_BG 255. - let img_RBC_filtered = gaussianFilter img_RBC config.LPFStandardDeviationRBC + use img_RBC = img_float.[1] // mergeChannelsWithProjection img_float config.Parameters.averageColor_RBC config.Parameters.averageColor_BG 255. + use img_RBC_filtered = gaussianFilter img_RBC config.LPFStandardDeviationRBC - //use img_parasites = mergeChannels img_float config.Parameters.colorContribution_RBC_parasite - use img_parasites = mergeChannelsWithProjection img_float config.Parameters.averageColor_Parasite config.Parameters.averageColor_RBC 255. + use img_parasites = img_float.[2] // mergeChannelsWithProjection img_float config.Parameters.averageColor_Parasite config.Parameters.averageColor_RBC 255. + use img_parasites_filtered = gaussianFilter img_parasites config.LPFStandardDeviationParasite logWithName (sprintf "Nominal erytrocyte diameter: %A" config.RBCRadiusByResolution) let initialAreaOpening = int <| config.RBCRadiusByResolution.Area * config.Parameters.ratioAreaPaleCenter * 1.1f // We do an area opening a little larger to avoid to do a second one in the case the radius found is near the initial one. - do! logTimeWithName "First area opening" (fun () -> ImgTools.areaOpenF img_RBC_filtered initialAreaOpening; report 10) + do! logTimeWithName "First area opening" (fun () -> areaOpenF img_RBC_filtered initialAreaOpening; report 10) let range = let delta = config.Parameters.granulometryRange * config.RBCRadiusByResolution.Pixel int <| config.RBCRadiusByResolution.Pixel - delta, int <| config.RBCRadiusByResolution.Pixel + delta - //let r1 = log "Granulometry (morpho)" (fun() -> Granulometry.findRadiusByClosing (filteredGreen.Convert()) range 1.0 |> float32) let! radius = logTimeWithName "Granulometry (area)" (fun() -> reportWithVal 10 (Granulometry.findRadiusByAreaClosing img_RBC_filtered range |> float32)) config.SetRBCRadius <| radius @@ -79,20 +77,20 @@ let doAnalysis (img: Image) (name: string) (config: Config) (reportPr let secondAreaOpening = int <| config.RBCRadius.Area * config.Parameters.ratioAreaPaleCenter if secondAreaOpening > initialAreaOpening then - logTimeWithName "Second area opening" (fun () -> ImgTools.areaOpenF img_RBC_filtered secondAreaOpening; report 30) + logTimeWithName "Second area opening" (fun () -> areaOpenF img_RBC_filtered secondAreaOpening; report 30) else report 30 - // Removing of parasites. - ImgTools.areaCloseF img_RBC_filtered (roundInt <| Const.PI * config.RBCRadius.ParasiteRadius ** 2.f) + // Removing parasites. + areaCloseF img_RBC_filtered (roundInt <| Const.PI * config.RBCRadius.ParasiteRadius ** 2.f) - let parasites, filteredGreenWhitoutStain, filteredGreenWithoutInfection = ParasitesMarker.find img_parasites config - //let parasites, filteredGreenWhitoutInfection, filteredGreenWhitoutStain = ParasitesMarker.findMa greenFloat filteredGreenFloat config + let! parasites, imgWhitoutParasite, imgWithoutNucleus = + logTimeWithName "Parasites segmentation" (fun () -> reportWithVal 40 (ParasitesMarker.find img_parasites_filtered config)) let! edges, xGradient, yGradient = logTimeWithName "Finding edges" (fun () -> - let edges, xGradient, yGradient = ImgTools.findEdges img_RBC_filtered + let edges, xGradient, yGradient = findEdges img_RBC_filtered removeArea edges (config.RBCRadius.Pixel ** 2.f / 50.f |> int) - reportWithVal 40 (edges, xGradient, yGradient)) + reportWithVal 50 (edges, xGradient, yGradient)) let! matchingEllipses = logTimeWithName "Finding ellipses" (fun () -> reportWithVal 60 (Ellipse.find edges xGradient yGradient config)) @@ -114,7 +112,7 @@ let doAnalysis (img: Image) (name: string) (config: Config) (reportPr saveMat (edges * 255.0) (buildFileName " - edges.png") saveImg parasites.darkStain (buildFileName " - parasites - dark stain.png") - saveImg parasites.cytoplasm (buildFileName " - parasites - stain.png") + saveImg parasites.parasite (buildFileName " - parasites - stain.png") saveImg parasites.nucleus (buildFileName " - parasites - infection.png") let imgAllEllipses = img.Copy() @@ -134,16 +132,20 @@ let doAnalysis (img: Image) (name: string) (config: Config) (reportPr saveImg imgCells' (buildFileName " - cells - full.png") let filteredGreenMaxima = gaussianFilter img_RBC config.LPFStandardDeviationRBC - for m in ImgTools.findMaxima filteredGreenMaxima do - ImgTools.drawPoints filteredGreenMaxima m 255.f + for m in findMaxima filteredGreenMaxima do + drawPoints filteredGreenMaxima m 255.f saveImg filteredGreenMaxima (buildFileName " - filtered - maxima.png") saveImg img_RBC_filtered (buildFileName " - filtered.png") - saveImg filteredGreenWhitoutStain (buildFileName " - filtered closed stain.png") - saveImg filteredGreenWithoutInfection (buildFileName " - filtered closed infection.png") + saveImg imgWhitoutParasite (buildFileName " - filtered closed stain.png") + saveImg imgWithoutNucleus (buildFileName " - filtered closed infection.png") saveImg img_RBC (buildFileName " - source - RBC.png") saveImg img_parasites (buildFileName " - source - parasites.png") + + saveImg (normalize img_float.[2] 255.) (buildFileName " - source - red.png") + saveImg (normalize img_float.[1] 255.) (buildFileName " - source - green.png") + saveImg (normalize img_float.[0] 255.) (buildFileName " - source - blue.png") | _ -> () return cells }