X-Git-Url: http://git.euphorik.ch/?a=blobdiff_plain;f=Parasitemia%2FParasitemia%2FMainAnalysis.fs;h=39383fcf9d977bfab93698126c3b27a79d977e32;hb=5ac2dedf8ead5275ac216e0b41829ab39c843800;hp=3f35fb7ce4cbf03748306078f579d82c619f2437;hpb=8cf3b0a302943312c588690b4e4c90af17b3e87a;p=master-thesis.git diff --git a/Parasitemia/Parasitemia/MainAnalysis.fs b/Parasitemia/Parasitemia/MainAnalysis.fs index 3f35fb7..39383fc 100644 --- a/Parasitemia/Parasitemia/MainAnalysis.fs +++ b/Parasitemia/Parasitemia/MainAnalysis.fs @@ -14,20 +14,31 @@ open Types let doAnalysis (img: Image) (name: string) (config: Config) : Cell list = - let imgFloat = img.Convert() - use scaledImg = if config.scale = 1.0 then imgFloat else imgFloat.Resize(config.scale, CvEnum.Inter.Area) + use scaledImg = if config.scale = 1.0 then img else img.Resize(config.scale, CvEnum.Inter.Area) + use blue = scaledImg.Item(0) use green = scaledImg.Item(1) + use red = scaledImg.Item(2) - use filteredGreen = (gaussianFilter green config.doGSigma1) - config.doGLowFreqPercentageReduction * (gaussianFilter green config.doGSigma2) + let greenFloat = green.Convert() + + let filteredGreen = gaussianFilter green config.preFilterSigma + logTime "areaOpen" (fun () -> ImgTools.areaOpen filteredGreen 2000) + + let RBCSize = Granulometry.findRadius filteredGreen (10, 100) 0.5 |> float + let RBCSizeDelta = RBCSize / 3.0 + + let config = { config with minRBCSize = RBCSize - RBCSizeDelta ; maxRBCSize = RBCSize + RBCSizeDelta } + + let filteredGreenFloat = filteredGreen.Convert() // Is it neccessary? use sobelKernel = new ConvolutionKernelF(array2D [[ 1.0f; 0.0f; -1.0f ] [ 2.0f; 0.0f; -2.0f ] [ 1.0f; 0.0f; -1.0f ]], Point(0, 0)) - use xEdges = filteredGreen.Convolution(sobelKernel).Convert() - use yEdges = filteredGreen.Convolution(sobelKernel.Transpose()).Convert() + use xEdges = filteredGreenFloat.Convolution(sobelKernel).Convert() + use yEdges = filteredGreenFloat.Convolution(sobelKernel.Transpose()).Convert() let xEdgesData = xEdges.Data let yEdgesData = yEdges.Data @@ -59,9 +70,9 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li logTime "Finding edges" (fun() -> thin edges) logTime "Removing small connected components from thinning" (fun () -> removeArea edges 12) - let kmediansResults = logTime "Finding foreground (k-medians)" (fun () -> KMedians.kmedians filteredGreen 1.0) + let kmediansResults = logTime "Finding foreground (k-medians)" (fun () -> KMedians.kmedians filteredGreenFloat 1.0) - let parasites = ParasitesMarker.find green filteredGreen kmediansResults config + let parasites = ParasitesMarker.find greenFloat filteredGreenFloat kmediansResults config let allEllipses, ellipses = logTime "Finding ellipses" (fun () -> let matchingEllipses = Ellipse.find edges xEdges yEdges config @@ -72,7 +83,11 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li // Output pictures if debug flag is set. match config.debug with | DebugOn output -> - let buildFileName postfix = System.IO.Path.Combine(output, name + postfix) + let dirPath = System.IO.Path.Combine(output, name) + System.IO.Directory.CreateDirectory dirPath |> ignore + + let buildFileName postfix = System.IO.Path.Combine(dirPath, name + postfix) + saveMat (edges * 255.0) (buildFileName " - edges.png") saveImg parasites.darkStain (buildFileName " - parasites - dark stain.png") @@ -96,6 +111,16 @@ let doAnalysis (img: Image) (name: string) (config: Config) : Cell li let imgCells' = img.Copy() drawCells imgCells' true cells saveImg imgCells' (buildFileName " - cells - full.png") + + let filteredGreenMaxima = gaussianFilter green config.preFilterSigma + for m in ImgTools.findMaxima filteredGreenMaxima do + ImgTools.drawPoints filteredGreenMaxima m 255uy + saveImg filteredGreenMaxima (buildFileName " - filtered - maxima.png") + + saveImg filteredGreen (buildFileName " - filtered.png") + saveImg blue (buildFileName " - blue.png") + saveImg green (buildFileName " - green.png") + saveImg red (buildFileName " - red.png") | _ -> () cells