X-Git-Url: http://git.euphorik.ch/?a=blobdiff_plain;f=Parasitemia%2FParasitemia%2FClassifier.fs;h=e0bbfa972f8359a4ada0fd19755652047b754b39;hb=10afa9a402eb88c8e073fe8b0d607faa25230eef;hp=37507c5e927c1b685c5bd3a541afd4ec57821608;hpb=e76da913cd58078ad2479357b2430ed62a6e0777;p=master-thesis.git diff --git a/Parasitemia/Parasitemia/Classifier.fs b/Parasitemia/Parasitemia/Classifier.fs index 37507c5..e0bbfa9 100644 --- a/Parasitemia/Parasitemia/Classifier.fs +++ b/Parasitemia/Parasitemia/Classifier.fs @@ -41,8 +41,9 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (fg: cx - a, cy - a, cx + a, cy + a // 1) Remove ellipses touching the edges. - let ellipsesInside = ellipses |> List.map (fun e -> - EllipseFlaggedKd (e, Removed = e.isOutside (float fg.Width) (float fg.Height))) + let w = float fg.Width + let h = float fg.Height + let ellipsesInside = ellipses |> List.map (fun e -> EllipseFlaggedKd (e, Removed = e.isOutside w h)) // 2) Associate touching ellipses with each ellipses. let tree = KdTree.Tree.BuildTree ellipsesInside @@ -58,29 +59,47 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (fg: let ellipsesWithNeigbors = ellipsesInside |> List.choose (fun e -> if e.Removed then None else Some (e, neighbors e)) - // 3) Remove ellipse with a lower percentage of foreground. - let fgData = fg.Data + // 3) Remove ellipses with a lower percentage of foreground. for e, neighbors in ellipsesWithNeigbors do let minX, minY, maxX, maxY = ellipseWindow e let mutable totalElement = 0 let mutable fgElement = 0 - for y in minY .. maxY do for x in minX .. maxX do let yf, xf = float y, float x if e.Contains xf yf && neighbors |> List.forall (fun (otherE, _, _) -> not <| otherE.Contains xf yf) - then - totalElement <- totalElement + 1 - if fgData.[y, x, 0] > 0uy then - fgElement <- fgElement + 1 + totalElement <- totalElement + 1 + if fg.Data.[y, x, 0] > 0uy + then + fgElement <- fgElement + 1 - if totalElement < config.minimumCellArea || (float fgElement) / (float totalElement) < config.percentageOfFgValidCell + if (float fgElement) / (float totalElement) < config.percentageOfFgValidCell then e.Removed <- true - // 3) Define pixels associated to each ellipse and create the cells. + // 4) Remove ellipses with little area. + for e, neighbors in ellipsesWithNeigbors do + if not e.Removed + then + let minX, minY, maxX, maxY = ellipseWindow e + + let mutable area = 0 + for y in minY .. maxY do + for x in minX .. maxX do + let yf, xf = float y, float x + if fg.Data.[y, x, 0] > 0uy && + e.Contains xf yf && + neighbors |> List.forall (fun (otherE, _, _) -> otherE.Removed || not <| otherE.Contains xf yf) + then + area <- area + 1 + + if area < config.minimumCellArea + then + e.Removed <- true + + // 5) Define pixels associated to each ellipse and create the cells. // Return 'true' if the point 'p' is owned by e. // The lines represents all intersections with other ellipses. @@ -94,7 +113,6 @@ let findCells (ellipses: Ellipse list) (parasites: ParasitesMarker.Result) (fg: yield sign (c.X - p.X) <> sign (c.X - p'.X) || Utils.squaredDistanceTwoPoints c p' > Utils.squaredDistanceTwoPoints c p // 'false' -> the point is owned by another ellipse. } |> Seq.forall id - ellipsesWithNeigbors |> List.choose (fun (e, neighbors) -> if e.Removed