X-Git-Url: http://git.euphorik.ch/?p=master-thesis.git;a=blobdiff_plain;f=Parasitemia%2FParasitemiaCore%2FClassifier.fs;h=615840c19c8d6ee5f6f3b2e7244c4ec55d4f2404;hp=2b6f3bee0ab729f6c401ffceca5f58c7b260c0ef;hb=e3842630f4d36c5ea8c8a0c3d4762684e1c510f4;hpb=b972d407545bc1a0d1c5e2f1e75a2d5887afc296 diff --git a/Parasitemia/ParasitemiaCore/Classifier.fs b/Parasitemia/ParasitemiaCore/Classifier.fs index 2b6f3be..615840c 100644 --- a/Parasitemia/ParasitemiaCore/Classifier.fs +++ b/Parasitemia/ParasitemiaCore/Classifier.fs @@ -24,8 +24,6 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: then [] else - let infection = parasites.nucleus.Copy() // To avoid to modify the parameter. - // This is the minimum window size to check if other ellipses touch 'e'. let searchRegion (e: Ellipse) = { KdTree.minX = e.Cx - (e.A + config.RBCRadius.Max) KdTree.maxX = e.Cx + (e.A + config.RBCRadius.Max) @@ -150,6 +148,11 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: // 5) Define pixels associated to each ellipse and create the cells. let perimeterParasiteSquared = (2.f * config.RBCRadius.ParasiteRadius) ** 2.f |> roundInt let minimumParasiteArea = config.RBCRadius.MinimumParasiteArea |> roundInt + + let nucleusData = parasites.nucleus.Copy().Data // Will be modified thus the copy. + let parasiteData = parasites.parasite.Data + let darkStainData = parasites.darkStain.Data + ellipsesWithNeigbors |> List.choose (fun (e, neighbors) -> if e.Removed @@ -158,10 +161,9 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: else let minX, minY, maxX, maxY = ellipseWindow e - let infectedPixels = List() - let cytoplasmPixels = List() + let nucleusPixels = List() + let parasitePixels = List() - //let mutable stainPixels = 0 let mutable darkStainPixels = 0 let mutable nbElement = 0 @@ -171,45 +173,40 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: let p = PointF(float32 x, float32 y) if pixelOwnedByE p e (neighbors |> List.choose (fun (otherE, p1, p2) -> if otherE.Removed then None else Some (otherE :> Ellipse, Utils.lineFromTwoPoints p1 p2))) then - elements.[y-minY, x-minX] <- 1uy + elements.[y - minY, x - minX] <- 1uy nbElement <- nbElement + 1 - let infected = infection.Data.[y, x, 0] > 0uy - let stain = parasites.cytoplasm.Data.[y, x, 0] > 0uy - let darkStain = parasites.darkStain.Data.[y, x, 0] > 0uy - - if infected + if nucleusData.[y, x, 0] > 0uy then - infectedPixels.Add(Point(x, y)) + nucleusPixels.Add(Point(x, y)) - if stain + if parasiteData.[y, x, 0] > 0uy then - cytoplasmPixels.Add(Point(x, y)) + parasitePixels.Add(Point(x, y)) - if darkStain + if darkStainData.[y, x, 0] > 0uy then darkStainPixels <- darkStainPixels + 1 - let mutable cytoplasmArea = 0 - if infectedPixels.Count > 0 + let mutable parasiteArea = 0 + if nucleusPixels.Count > 0 then - for cytoplasmPixel in cytoplasmPixels do - if infectedPixels.Exists(fun p -> pown (p.X - cytoplasmPixel.X) 2 + pown (p.Y - cytoplasmPixel.Y) 2 <= perimeterParasiteSquared) + for parasitePixel in parasitePixels do + if nucleusPixels.Exists(fun p -> pown (p.X - parasitePixel.X) 2 + pown (p.Y - parasitePixel.Y) 2 <= perimeterParasiteSquared) then - cytoplasmArea <- cytoplasmArea + 1 + parasiteArea <- parasiteArea + 1 let cellClass = if float darkStainPixels > config.Parameters.maxDarkStainRatio * (float nbElement) - //|| float stainPixels > config.Parameters.maxStainRatio * (float nbElement) then Peculiar - elif infectedPixels.Count > 0 && cytoplasmArea >= minimumParasiteArea + elif nucleusPixels.Count > 0 && parasiteArea >= minimumParasiteArea then - let infectionToRemove = ImgTools.connectedComponents parasites.cytoplasm infectedPixels + let infectionToRemove = ImgTools.connectedComponents parasites.parasite nucleusPixels for p in infectionToRemove do - infection.Data.[p.Y, p.X, 0] <- 0uy + nucleusData.[p.Y, p.X, 0] <- 0uy InfectedRBC else @@ -217,6 +214,6 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: Some { cellClass = cellClass center = Point(roundInt e.Cx, roundInt e.Cy) - nucleusArea = if cellClass = InfectedRBC then infectedPixels.Count else 0 - parasiteArea = cytoplasmArea + nucleusArea = if cellClass = InfectedRBC then nucleusPixels.Count else 0 + parasiteArea = parasiteArea elements = elements })