X-Git-Url: http://git.euphorik.ch/?p=master-thesis.git;a=blobdiff_plain;f=Parasitemia%2FParasitemiaCore%2FClassifier.fs;h=0012a4f1a691346e15d647e6f6cecd29f73bb9a0;hp=f4b08446f9f6dc6b4762fc215f2c392152ec97d0;hb=ec96e4c38dd6beaf22b4e2a2ebb87248fea6f209;hpb=000e7091983f20ef75d0eba9bf1c865c76483f24 diff --git a/Parasitemia/ParasitemiaCore/Classifier.fs b/Parasitemia/ParasitemiaCore/Classifier.fs index f4b0844..0012a4f 100644 --- a/Parasitemia/ParasitemiaCore/Classifier.fs +++ b/Parasitemia/ParasitemiaCore/Classifier.fs @@ -19,7 +19,7 @@ type private EllipseFlaggedKd (e: Ellipse) = member this.X = this.Cx member this.Y = this.Cy -let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: Image) (config: Config.Config) : Cell list = +let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (width: int) (height: int) (config: Config.Config) : Cell list = if ellipses.IsEmpty then [] @@ -36,11 +36,6 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: let a = int (e.A + 0.5f) cx - a, cy - a, cx + a, cy + a - let w = img.Width - let w_f = float32 w - let h = img.Height - let h_f = float32 h - // Return 'true' if the point 'p' is owned by e. // The lines represents all intersections with other ellipses. let pixelOwnedByE (p: PointF) (e: Ellipse) (others: (Ellipse * Line) list) = @@ -100,11 +95,13 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: let ellipsesWithNeigbors = ellipses |> List.map (fun e -> e, neighbors e) |> List.rev // 2) Remove ellipses touching the edges. + let widthF, heightF = float32 width, float32 height for e in ellipses do - if e.isOutside w_f h_f then e.Removed <- true + if e.isOutside widthF heightF then e.Removed <- true // 3) Remove ellipses with a high standard deviation (high contrast). - let imgData = img.Data + // Obsolete. It was useful when the ellipses result quality wasn't good. + (* let imgData = img.Data let globalStdDeviation = MathNet.Numerics.Statistics.Statistics.PopulationStandardDeviation(seq { for y in 0 .. h - 1 do for x in 0 .. w - 1 do @@ -124,7 +121,7 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: yield float imgData.[y, x, 0] }) if stdDeviation > globalStdDeviation * config.Parameters.standardDeviationMaxRatio then - e.Removed <- true + e.Removed <- true *) // 4) Remove ellipses with little area. let minArea = config.RBCRadius.MinArea @@ -134,8 +131,8 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: let minX, minY, maxX, maxY = ellipseWindow e let mutable area = 0 - for y in (if minY < 0 then 0 else minY) .. (if maxY >= h then h - 1 else maxY) do - for x in (if minX < 0 then 0 else minX) .. (if maxX >= w then w - 1 else maxX) do + for y in (if minY < 0 then 0 else minY) .. (if maxY >= height then height - 1 else maxY) do + for x in (if minX < 0 then 0 else minX) .. (if maxX >= width then width - 1 else maxX) do 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 @@ -146,7 +143,7 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: e.Removed <- true // 5) Define pixels associated to each ellipse and create the cells. - let perimeterParasiteSquared = (2.f * config.RBCRadius.ParasiteRadius) ** 2.f |> roundInt + let diameterParasiteSquared = (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. @@ -192,7 +189,7 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (img: if nucleusPixels.Count > 0 then for parasitePixel in parasitePixels do - if nucleusPixels.Exists(fun p -> pown (p.X - parasitePixel.X) 2 + pown (p.Y - parasitePixel.Y) 2 <= perimeterParasiteSquared) + if nucleusPixels.Exists(fun p -> pown (p.X - parasitePixel.X) 2 + pown (p.Y - parasitePixel.Y) 2 <= diameterParasiteSquared) then parasiteArea <- parasiteArea + 1