X-Git-Url: http://git.euphorik.ch/?p=master-thesis.git;a=blobdiff_plain;f=Parasitemia%2FParasitemiaCore%2FAnalysis.fs;h=1ba273c0c0bc278de9c0dcc393e14b81f51e373c;hp=afcf4df53f103a5f0f624af6dd3367fc94faedd5;hb=3c21c6ec590381439a615597342454b4298a8b5c;hpb=b87b35b922551f122228df1fd9c530bbb807935a diff --git a/Parasitemia/ParasitemiaCore/Analysis.fs b/Parasitemia/ParasitemiaCore/Analysis.fs index afcf4df..1ba273c 100644 --- a/Parasitemia/ParasitemiaCore/Analysis.fs +++ b/Parasitemia/ParasitemiaCore/Analysis.fs @@ -2,7 +2,6 @@ open System open System.Linq -open System.Drawing open FSharp.Collections.ParallelSeq @@ -17,6 +16,8 @@ open ImgTools open Config open Types +let warningRatioDifferenceRBCDiameter = 1.2 + /// /// Analyze the given image and detect reb blood cell (RBC) in it. /// @@ -27,7 +28,7 @@ open Types /// The first call returning 'false' will cancel the analysis. /// The 'int' parameter correspond to the progression from 0 to 100 /// A list of detected cells or nothing if the process has been cancelled -let doAnalysis (img : Image) (name : string) (config : Config) (reportProgress : (int -> bool) option) : Cell list option = +let doAnalysis (img : Image) (name : string) (config : Config) (reportProgress : (int -> bool) option) : AnalysisResult option = // To report the progress of this function from 0 to 100. // Return 'None' if the process must be aborted. @@ -40,8 +41,8 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor reportWithVal percent () let inline buildLogWithName (text : string) = sprintf "№ %s: %s" name text - let logWithName mess = Log.User(buildLogWithName mess) - let inline logTimeWithName (text : string) (f : unit -> 'a option) : 'a option = Log.LogWithTime((buildLogWithName text), Severity.USER, f) + let logWithName mess = Log.Info "%s" (buildLogWithName mess) + let inline logTimeWithName (text : string) (f : unit -> 'a option) : 'a option = Log.LogWithTime Severity.INFO f "%s" (buildLogWithName text) // Monadic construction to be able to abort the progress when running. maybe { @@ -49,7 +50,7 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor logWithName "Starting analysis ..." - use img_float = img.Convert() + use img_float = img.Convert () use img_RBC = img_float.[1] // Green. use img_RBC_filtered = gaussianFilter img_RBC config.LPFStandardDeviationRBC @@ -66,8 +67,8 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor let delta = config.Parameters.granulometryRange * config.RBCRadiusByResolution.Pixel int <| config.RBCRadiusByResolution.Pixel - delta, int <| config.RBCRadiusByResolution.Pixel + delta - let! radius = logTimeWithName "Granulometry (area)" (fun() -> reportWithVal 10 (Granulometry.findRadiusByAreaClosing img_RBC_filtered range |> float32)) - //let! radius = logTimeWithName "Granulometry (morpho)" (fun() -> reportWithVal 10 (Granulometry.findRadiusByClosing img_RBC_filtered range 1. true |> float32)) + let! radius = logTimeWithName "Granulometry (area)" (fun () -> reportWithVal 10 (Granulometry.findRadiusByAreaClosing img_RBC_filtered range |> float32)) + //let! radius = logTimeWithName "Granulometry (morpho)" (fun () -> reportWithVal 10 (Granulometry.findRadiusByClosing img_RBC_filtered range 1. true |> float32)) config.SetRBCRadius <| radius logWithName (sprintf "Found erythrocyte diameter: %O" config.RBCRadius) @@ -90,10 +91,13 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor 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 = Edges.find img_RBC_filtered - removeArea edges (config.RBCRadius.Pixel ** 2.f / 50.f |> int) - reportWithVal 50 (edges, xGradient, yGradient)) + let! edges, xGradient, yGradient = + logTimeWithName "Finding edges" ( + fun () -> + let edges, xGradient, yGradient = Edges.find img_RBC_filtered + removeArea edges (config.RBCRadius.Pixel ** 2.f / 50.f |> int) + reportWithVal 50 (edges, xGradient, yGradient) + ) let! matchingEllipses = logTimeWithName "Finding ellipses" (fun () -> reportWithVal 60 (Ellipse.find edges xGradient yGradient config)) @@ -101,16 +105,22 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor let! cells = logTimeWithName "Classifier" (fun () -> reportWithVal 100 (Classifier.findCells prunedEllipses parasites img.Width img.Height config)) + do + if config.RBCRadiusByResolution.μm / config.RBCRadius.μm > warningRatioDifferenceRBCDiameter then + logWithName (sprintf "Warning: erythrocyte diameter found is too low compared to the nominal erythrocyte diameter, maybe the PPI image resolution is lesser than %.0f ppi" config.Parameters.resolution) + elif config.RBCRadius.μm / config.RBCRadiusByResolution.μm > warningRatioDifferenceRBCDiameter then + logWithName (sprintf "Warning: erythrocyte diameter found is too high compared to the nominal erythrocyte diameter, maybe the PPI image resolution is higher than %.0f" config.Parameters.resolution) + logWithName "Analysis finished" do // Output pictures if debug flag is set. match config.Debug with | DebugOn output -> - let dirPath = System.IO.Path.Combine(output, name) + let dirPath = System.IO.Path.Combine (output, name) System.IO.Directory.CreateDirectory dirPath |> ignore - let buildFileName postfix = System.IO.Path.Combine(dirPath, name + postfix) + let buildFileName postfix = System.IO.Path.Combine (dirPath, name + postfix) IO.saveMat (edges * 255.0) (buildFileName " - edges.png") @@ -118,19 +128,19 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor IO.saveImg parasites.parasite (buildFileName " - parasites - stain.png") IO.saveImg parasites.nucleus (buildFileName " - parasites - infection.png") - let imgAllEllipses = img_RBC_filtered.Copy() - Drawing.drawEllipses imgAllEllipses matchingEllipses.Ellipses (Gray(200.0)) 0.04 + let imgAllEllipses = img_RBC_filtered.Copy () + Drawing.drawEllipses imgAllEllipses matchingEllipses.Ellipses (Gray 200.0) 0.04 IO.saveImg imgAllEllipses (buildFileName " - ellipses - all.png") - let imgEllipses = img_RBC_filtered.Convert() - Drawing.drawEllipses imgEllipses prunedEllipses (Bgr(0.0, 240.0, 240.0)) 1.0 + let imgEllipses = img_RBC_filtered.Convert () + Drawing.drawEllipses imgEllipses prunedEllipses (Bgr (0.0, 240.0, 240.0)) 1.0 IO.saveImg imgEllipses (buildFileName " - ellipses.png") - let imgCells = img.Copy() + let imgCells = img.Copy () Drawing.drawCells imgCells false cells IO.saveImg imgCells (buildFileName " - cells.png") - let imgCells' = img.Copy() + let imgCells' = img.Copy () Drawing.drawCells imgCells' true cells IO.saveImg imgCells' (buildFileName " - cells - full.png") @@ -150,29 +160,36 @@ let doAnalysis (img : Image) (name : string) (config : Config) (repor IO.saveImg img_float.[0] (buildFileName " - source - blue.png") | _ -> () - return cells + return + { + Cells = cells + RBCSize_μm = config.RBCRadius.μm + RBCSize_px = config.RBCRadius.Pixel + } + + //return cells } /// -/// Do multiple analyses on the same time. The number of concurrent process depends if the number of the core. +/// Do multiple analyses on the same time. The number of concurrent process depends on the number of the core. /// /// The images: (name * configuration * image) /// An optional function to report progress and/or cancel the process. /// The first call returning 'false' will cancel the analysis. /// The 'int' parameter correspond to the progression from 0 to 100 -/// 'None' if the process has been cancelled or the list of result as (name * cells), 'name' corresponds to the given name -let doMultipleAnalysis (imgs : (string * Config * Image) list) (reportProgress : (int -> bool) option) : (string * Cell list) list option = +/// 'None' if the process has been cancelled or the list of result as (name * cells), 'name' corresponds to the given name +let doMultipleAnalysis (imgs : (string * Config * Image) list) (reportProgress : (int -> bool) option) : (string * AnalysisResult) list option = let report (percent : int) : bool = match reportProgress with | Some f -> f percent | _ -> true - let progressPerAnalysis = System.Collections.Concurrent.ConcurrentDictionary() + let progressPerAnalysis = System.Collections.Concurrent.ConcurrentDictionary () let nbImgs = List.length imgs let reportProgressImg (id : string) (progress : int) = - progressPerAnalysis.AddOrUpdate(id, progress, (fun _ _ -> progress)) |> ignore - report (progressPerAnalysis.Values.Sum() / nbImgs) + progressPerAnalysis.AddOrUpdate (id, progress, (fun _ _ -> progress)) |> ignore + report (progressPerAnalysis.Values.Sum () / nbImgs) let n = Environment.ProcessorCount @@ -186,7 +203,7 @@ let doMultipleAnalysis (imgs : (string * Config * Image) list) (repor | None -> None with | ex -> - Log.Error("Analysis {0} failed: {1}", id, ex) + Log.Error "Analysis %s failed: %O" id ex None ) |> PSeq.withDegreeOfParallelism n