From 1fb13a1b22c9e3380838b5426fb63c67ec623efe Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 00:47:58 +0200 Subject: [PATCH 1/8] Improve ROIs - subpixel resolution - pixel center offset --- .../de/csbdresden/stardist/Candidates.java | 50 ++++++++++++------- .../csbdresden/stardist/StarDist2DBase.java | 10 ++-- .../java/de/csbdresden/stardist/Utils.java | 25 +++++++--- 3 files changed, 56 insertions(+), 29 deletions(-) diff --git a/src/main/java/de/csbdresden/stardist/Candidates.java b/src/main/java/de/csbdresden/stardist/Candidates.java index 97eacc5..11ead20 100644 --- a/src/main/java/de/csbdresden/stardist/Candidates.java +++ b/src/main/java/de/csbdresden/stardist/Candidates.java @@ -12,6 +12,9 @@ import de.lighti.clipper.Path; import de.lighti.clipper.Paths; import de.lighti.clipper.Point.LongPoint; +import ij.gui.PointRoi; +import ij.gui.PolygonRoi; +import ij.gui.Roi; import net.imglib2.RandomAccess; import net.imglib2.RandomAccessibleInterval; import net.imglib2.type.numeric.real.FloatType; @@ -29,6 +32,7 @@ public class Candidates { private final boolean[] suppressed; private final boolean verbose; private final LogService log; + public static final long S = 100; public Candidates(RandomAccessibleInterval prob, RandomAccessibleInterval dist) { this(prob, dist, 0.4); @@ -65,8 +69,8 @@ public Candidates(RandomAccessibleInterval prob, RandomAccessibleInte for (int k = 0; k < nrays; k++) { s.setPosition(k, 2); FloatType d = s.get(); - long x = Math.round(i + d.getRealDouble() * Math.cos(phis[k])); - long y = Math.round(j + d.getRealDouble() * Math.sin(phis[k])); + long x = Math.round(S * (i + d.getRealDouble() * Math.cos(phis[k]))); + long y = Math.round(S * (j + d.getRealDouble() * Math.sin(phis[k]))); xmin = Math.min(xmin,x); ymin = Math.min(ymin,y); xmax = Math.max(xmax,x); @@ -75,7 +79,7 @@ public Candidates(RandomAccessibleInterval prob, RandomAccessibleInte } polygons.add(poly); bboxes.add(new Box2D(xmin,xmax,ymin,ymax)); - origins.add(new Point2D(i,j)); + origins.add(new Point2D(S*i,S*j)); scores.add(score); areas.add(poly.area()); } @@ -165,24 +169,36 @@ public List getSorted() { return score_indices; } - public Point2D getOrigin(int i) { - return origins.get(i); - } +// public Point2D getOrigin(int i) { +// return origins.get(i); +// } - public Path getPolygon(int i) { - return polygons.get(i); - } +// public Path getPolygon(int i) { +// return polygons.get(i); +// } - public Box2D getBbox(int i) { - return bboxes.get(i); - } +// public Box2D getBbox(int i) { +// return bboxes.get(i); +// } - public float getScore(int i) { - return scores.get(i); - } +// public float getScore(int i) { +// return scores.get(i); +// } - public double getArea(int i) { - return areas.get(i); +// public double getArea(int i) { +// return areas.get(i); +// } + + public PolygonRoi getPolygonRoi(int i) { + return Utils.toPolygonRoi(polygons.get(i), S); + } + + public PointRoi getOriginRoi(int i) { + return Utils.toPointRoi(origins.get(i), S); + } + + public Roi getBboxRoi(int i) { + return Utils.toBoxRoi(bboxes.get(i), S); } diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DBase.java b/src/main/java/de/csbdresden/stardist/StarDist2DBase.java index a6da4ef..4cd964b 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DBase.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DBase.java @@ -97,20 +97,18 @@ protected void exportROIs(Candidates polygons, int framePosition) { roiManager.setVisible(false); for (final int i : polygons.getWinner()) { - final PolygonRoi polyRoi = Utils.toPolygonRoi(polygons.getPolygon(i)); + final PolygonRoi polyRoi = polygons.getPolygonRoi(i); if (framePosition > 0) polyRoi.setPosition(1, 1, framePosition); //if (framePosition > 0) polyRoi.setPosition(framePosition); roiManager.addRoi(polyRoi); if (exportPointRois) { - final Point2D o = polygons.getOrigin(i); - final PointRoi pointRoi = new PointRoi(o.x, o.y); + final PointRoi pointRoi = polygons.getOriginRoi(i); if (framePosition > 0) pointRoi.setPosition(1, 1, framePosition); //if (framePosition > 0) pointRoi.setPosition(framePosition); roiManager.addRoi(pointRoi); } if (exportBboxRois) { - final Box2D bbox = polygons.getBbox(i); - final Roi bboxRoi = new Roi(bbox.xmin, bbox.ymin, bbox.xmax - bbox.xmin, bbox.ymax - bbox.ymin); + final Roi bboxRoi = polygons.getBboxRoi(i); if (framePosition > 0) bboxRoi.setPosition(1, 1, framePosition); //if (framePosition > 0) bboxRoi.setPosition(framePosition); roiManager.addRoi(bboxRoi); @@ -132,7 +130,7 @@ protected void exportLabelImage(Candidates polygons, int framePosition) { final int numWinners = winner.size(); // winners are ordered by score -> draw from last to first to give priority to higher scores in case of overlaps for (int i = numWinners-1; i >= 0; i--) { - final PolygonRoi polyRoi = Utils.toPolygonRoi(polygons.getPolygon(winner.get(i))); + final PolygonRoi polyRoi = polygons.getPolygonRoi(winner.get(i)); ip.setColor(1 + ((labelId + i) % MAX_LABEL_ID)); ip.fill(polyRoi); } diff --git a/src/main/java/de/csbdresden/stardist/Utils.java b/src/main/java/de/csbdresden/stardist/Utils.java index 372da97..51eef2b 100644 --- a/src/main/java/de/csbdresden/stardist/Utils.java +++ b/src/main/java/de/csbdresden/stardist/Utils.java @@ -9,6 +9,7 @@ import de.lighti.clipper.Path; import de.lighti.clipper.Point.LongPoint; +import ij.gui.PointRoi; import ij.gui.PolygonRoi; import ij.gui.Roi; import net.imagej.Dataset; @@ -19,16 +20,28 @@ public class Utils { - public static PolygonRoi toPolygonRoi(Path poly) { + public static PolygonRoi toPolygonRoi(Path poly, float S) { int n = poly.size(); - int[] x = new int[n]; - int[] y = new int[n]; + float[] x = new float[n]; + float[] y = new float[n]; for (int i = 0; i < n; i++) { LongPoint p = poly.get(i); - x[i] = (int) p.getX(); - y[i] = (int) p.getY(); + x[i] = 0.5f + p.getX() / S; + y[i] = 0.5f + p.getY() / S; } - return new PolygonRoi(x,y,n,Roi.POLYGON); + return new PolygonRoi(x, y, n, Roi.POLYGON); + } + + public static PointRoi toPointRoi(Point2D o, float S) { + return new PointRoi(0.5f + o.x / S, 0.5f + o.y / S); + } + + public static Roi toBoxRoi(Box2D bbox, float S) { + double xmin = 0.5 + bbox.xmin / S; + double xmax = 0.5 + bbox.xmax / S; + double ymin = 0.5 + bbox.ymin / S; + double ymax = 0.5 + bbox.ymax / S; + return new Roi(xmin, ymin, xmax - xmin, ymax - ymin); } public static double[] rayAngles(int n) { From d237f28d23d4e4b18714a866f4561efb162152f8 Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 01:06:02 +0200 Subject: [PATCH 2/8] Show RoiManager only when done --- .../de/csbdresden/stardist/StarDist2D.java | 4 +- .../csbdresden/stardist/StarDist2DBase.java | 59 +++++++++---------- .../de/csbdresden/stardist/StarDist2DNMS.java | 34 +++++------ 3 files changed, 48 insertions(+), 49 deletions(-) diff --git a/src/main/java/de/csbdresden/stardist/StarDist2D.java b/src/main/java/de/csbdresden/stardist/StarDist2D.java index 2e9789e..8c61518 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2D.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2D.java @@ -275,8 +275,8 @@ public void run() { final Future futureNMS = command.run(StarDist2DNMS.class, false, paramsNMS); final Candidates polygons = (Candidates) futureNMS.get().getOutput("polygons"); - export(outputType, polygons, 1+t); - + export(outputType, polygons, 1+t, numFrames); + status.showProgress(1+t, (int)numFrames); } label = labelImageToDataset(outputType); diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DBase.java b/src/main/java/de/csbdresden/stardist/StarDist2DBase.java index 4cd964b..40e6a45 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DBase.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DBase.java @@ -10,7 +10,6 @@ import org.scijava.ui.DialogPrompt.MessageType; import org.scijava.ui.UIService; -import ij.IJ; import ij.ImagePlus; import ij.gui.PointRoi; import ij.gui.PolygonRoi; @@ -25,7 +24,7 @@ import net.imglib2.img.display.imagej.ImageJFunctions; public abstract class StarDist2DBase { - + @Parameter protected LogService log; @@ -37,12 +36,12 @@ public abstract class StarDist2DBase { @Parameter protected DatasetService dataset; - + @Parameter protected StatusService status; - + // --------- - + protected boolean exportPointRois = false; protected boolean exportBboxRois = false; @@ -51,31 +50,31 @@ public abstract class StarDist2DBase { protected int labelId = 0; protected long labelCount = 0; protected static final int MAX_LABEL_ID = 65535; - + // --------- - + protected URL getResource(final String name) { return StarDist2DBase.class.getClassLoader().getResource(name); - } - + } + protected boolean showError(String msg) { ui.showDialog(msg, MessageType.ERROR_MESSAGE); // log.error(msg); return false; } - + // --------- - - protected void export(String outputType, Candidates polygons, int framePosition) { + + protected void export(String outputType, Candidates polygons, int framePosition, long numFrames) { switch (outputType) { case Opt.OUTPUT_ROI_MANAGER: - exportROIs(polygons, framePosition); + exportROIs(polygons, framePosition, numFrames); break; case Opt.OUTPUT_LABEL_IMAGE: exportLabelImage(polygons, framePosition); break; case Opt.OUTPUT_BOTH: - exportROIs(polygons, framePosition); + exportROIs(polygons, framePosition, numFrames); exportLabelImage(polygons, framePosition); break; case Opt.OUTPUT_POLYGONS: @@ -85,17 +84,17 @@ protected void export(String outputType, Candidates polygons, int framePosition) showError(String.format("Unknown output type \"%s\"", outputType)); } } - - protected void exportROIs(Candidates polygons, int framePosition) { + + protected void exportROIs(Candidates polygons, int framePosition, long numFrames) { if (roiManager == null) { roiManager = RoiManager.getRoiManager(); roiManager.reset(); // clear all rois + // https://github.com/mpicbg-csbd/stardist-imagej/pull/5: + // when setting the RoiManager to invisible, the position of the ROI will be properly saved + // -> the issue is in RoiManager.addRoi(), https://github.com/imagej/imagej1/blob/c4950ee1f19a25828e5ac915ef3f74e5aa13a6e2/ij/plugin/frame/RoiManager.java#L419 + roiManager.setVisible(false); } - // Setting the RoiManager to invisible, the position of the ROI will be properly saved. - // The issue is in RoiManager.addRoi(), https://github.com/imagej/imagej1/blob/c4950ee1f19a25828e5ac915ef3f74e5aa13a6e2/ij/plugin/frame/RoiManager.java#L419 - roiManager.setVisible(false); - for (final int i : polygons.getWinner()) { final PolygonRoi polyRoi = polygons.getPolygonRoi(i); if (framePosition > 0) polyRoi.setPosition(1, 1, framePosition); @@ -115,11 +114,11 @@ protected void exportROIs(Candidates polygons, int framePosition) { } } - //Setting the RoiManager back to visible at the end of the processing - roiManager.setVisible(true); - + // make the RoiManager visible after adding the ROIs + if (framePosition == 0 || framePosition == numFrames) + roiManager.setVisible(true); } - + protected void exportLabelImage(Candidates polygons, int framePosition) { if (labelImage == null) labelImage = createLabelImage(); @@ -136,12 +135,12 @@ protected void exportLabelImage(Candidates polygons, int framePosition) { } labelCount += numWinners; labelId = (labelId + numWinners) % MAX_LABEL_ID; - } - - abstract protected void exportPolygons(Candidates polygons); - + } + + abstract protected void exportPolygons(Candidates polygons); + abstract protected ImagePlus createLabelImage(); - + protected Dataset labelImageToDataset(String outputType) { if (outputType.equals(Opt.OUTPUT_LABEL_IMAGE) || outputType.equals(Opt.OUTPUT_BOTH)) { if (labelCount > MAX_LABEL_ID) { @@ -155,6 +154,6 @@ protected Dataset labelImageToDataset(String outputType) { } else { return null; } - + } } diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java index d15ab9f..342a2b7 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java @@ -31,9 +31,9 @@ @Menu(label = "StarDist"), @Menu(label = "Other"), @Menu(label = "StarDist 2D NMS (postprocessing only)", weight = 2) -}) +}) public class StarDist2DNMS extends StarDist2DBase implements Command { - + @Parameter(label=Opt.PROB_IMAGE) private Dataset prob; @@ -54,7 +54,7 @@ public class StarDist2DNMS extends StarDist2DBase implements Command { @Parameter(label=Opt.OUTPUT_TYPE, choices={Opt.OUTPUT_ROI_MANAGER, Opt.OUTPUT_LABEL_IMAGE, Opt.OUTPUT_BOTH}, style=ChoiceWidget.RADIO_BUTTON_HORIZONTAL_STYLE) private String outputType = (String) Opt.getDefault(Opt.OUTPUT_TYPE); - + // --------- @Parameter(visibility=ItemVisibility.MESSAGE) @@ -87,7 +87,7 @@ public void run() { final RandomAccessibleInterval probRAI = (RandomAccessibleInterval) prob.getImgPlus(); final RandomAccessibleInterval distRAI = (RandomAccessibleInterval) dist.getImgPlus(); - + final LinkedHashSet probAxes = Utils.orderedAxesSet(prob); final LinkedHashSet distAxes = Utils.orderedAxesSet(dist); final boolean isTimelapse = probAxes.contains(Axes.TIME); @@ -102,24 +102,24 @@ public void run() { polygons.nms(nmsThresh); if (verbose) log.info(String.format("frame %03d: %d polygon candidates, %d remain after non-maximum suppression", t, polygons.getSorted().size(), polygons.getWinner().size())); - export(outputType, polygons, 1+t); + export(outputType, polygons, 1+t, numFrames); } } else { final Candidates polygons = new Candidates(probRAI, distRAI, probThresh, excludeBoundary, verbose ? log : null); polygons.nms(nmsThresh); if (verbose) log.info(String.format("%d polygon candidates, %d remain after non-maximum suppression", polygons.getSorted().size(), polygons.getWinner().size())); - export(outputType, polygons, 0); + export(outputType, polygons, 0, 0); } - + label = labelImageToDataset(outputType); } - + private boolean checkInputs() { final LinkedHashSet probAxes = Utils.orderedAxesSet(prob); final LinkedHashSet distAxes = Utils.orderedAxesSet(dist); - + if (!( (prob.numDimensions() == 2 && probAxes.containsAll(Arrays.asList(Axes.X, Axes.Y))) || (prob.numDimensions() == 3 && probAxes.containsAll(Arrays.asList(Axes.X, Axes.Y, Axes.TIME))) )) return showError("Probability/Score must be a 2D image or timelapse."); @@ -136,13 +136,13 @@ private boolean checkInputs() { if (prob.getFrames() != dist.getFrames()) return showError("Number of frames of Probability/Score and Distance differ."); - + final AxisType[] probAxesArray = probAxes.stream().toArray(AxisType[]::new); final AxisType[] distAxesArray = distAxes.stream().toArray(AxisType[]::new); if (!( probAxesArray[0] == Axes.X && probAxesArray[1] == Axes.Y )) return showError("First two axes of Probability/Score must be a X and Y."); if (!( distAxesArray[0] == Axes.X && distAxesArray[1] == Axes.Y )) - return showError("First two axes of Distance must be a X and Y."); + return showError("First two axes of Distance must be a X and Y."); if (!(0 <= nmsThresh && nmsThresh <= 1)) return showError("NMS Threshold must be between 0 and 1."); @@ -152,25 +152,25 @@ private boolean checkInputs() { if (!(outputType.equals(Opt.OUTPUT_ROI_MANAGER) || outputType.equals(Opt.OUTPUT_LABEL_IMAGE) || outputType.equals(Opt.OUTPUT_BOTH) || outputType.equals(Opt.OUTPUT_POLYGONS))) return showError(String.format("Output Type must be one of {\"%s\", \"%s\", \"%s\"}.", Opt.OUTPUT_ROI_MANAGER, Opt.OUTPUT_LABEL_IMAGE, Opt.OUTPUT_BOTH)); - + if (outputType.equals(Opt.OUTPUT_POLYGONS) && probAxes.contains(Axes.TIME)) - return showError(String.format("Timelapse not supported for output type \"%s\"", Opt.OUTPUT_POLYGONS)); - + return showError(String.format("Timelapse not supported for output type \"%s\"", Opt.OUTPUT_POLYGONS)); + return true; } - + @Override protected void exportPolygons(Candidates polygons) { this.polygons = polygons; } - + @Override protected ImagePlus createLabelImage() { return IJ.createImage("Labeling", "16-bit black", (int)prob.getWidth(), (int)prob.getHeight(), 1, 1, (int)prob.getFrames()); } - + public static void main(final String... args) throws Exception { final ImageJ ij = new ImageJ(); ij.launch(args); From d7d638cf74f333d260cf1304c3b3cc955226b58a Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 01:28:18 +0200 Subject: [PATCH 3/8] Bump version number and pom-scijava --- pom.xml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pom.xml b/pom.xml index dd24c93..661d9bc 100644 --- a/pom.xml +++ b/pom.xml @@ -5,13 +5,13 @@ org.scijava pom-scijava - 27.0.1 + 28.0.0 de.csbdresden StarDist_ - 0.1.0 + 0.1.1 StarDist StarDist - Object Detection with Star-convex Shapes From 5c50ee253890616d0d7dc589f2f054986d6bc1a2 Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 02:10:10 +0200 Subject: [PATCH 4/8] Add option to choose between Stack or Hyperstack ROI positions (#5) --- src/main/java/de/csbdresden/stardist/Opt.java | 4 +++ .../de/csbdresden/stardist/StarDist2D.java | 11 +++++-- .../csbdresden/stardist/StarDist2DBase.java | 32 ++++++++++++------- .../de/csbdresden/stardist/StarDist2DNMS.java | 10 ++++-- 4 files changed, 40 insertions(+), 17 deletions(-) diff --git a/src/main/java/de/csbdresden/stardist/Opt.java b/src/main/java/de/csbdresden/stardist/Opt.java index 69864d9..509b15d 100644 --- a/src/main/java/de/csbdresden/stardist/Opt.java +++ b/src/main/java/de/csbdresden/stardist/Opt.java @@ -29,6 +29,9 @@ public class Opt { static final String NUM_TILES = "Number of Tiles"; static final String EXCLUDE_BNDRY = "Boundary Exclusion"; + static final String ROI_POSITION = "ROI Position"; + static final String ROI_POSITION_STACK = "Stack"; + static final String ROI_POSITION_HYPERSTACK = "Hyperstack"; static final String VERBOSE = "Verbose"; static final String CSBDEEP_PROGRESS_WINDOW = "Show CNN Progress"; static final String SHOW_PROB_DIST = "Show CNN Output"; @@ -48,6 +51,7 @@ public class Opt { DEFAULTS.put(OUTPUT_TYPE, OUTPUT_BOTH); DEFAULTS.put(NUM_TILES, 1); DEFAULTS.put(EXCLUDE_BNDRY, 2); + DEFAULTS.put(ROI_POSITION, ROI_POSITION_STACK); DEFAULTS.put(VERBOSE, false); DEFAULTS.put(CSBDEEP_PROGRESS_WINDOW, false); DEFAULTS.put(SHOW_PROB_DIST, false); diff --git a/src/main/java/de/csbdresden/stardist/StarDist2D.java b/src/main/java/de/csbdresden/stardist/StarDist2D.java index 8c61518..2eeabce 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2D.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2D.java @@ -122,6 +122,9 @@ public class StarDist2D extends StarDist2DBase implements Command { @Parameter(label=Opt.EXCLUDE_BNDRY, min="0", stepSize="1") private int excludeBoundary = (int) Opt.getDefault(Opt.EXCLUDE_BNDRY); + + @Parameter(label=Opt.ROI_POSITION, choices={Opt.ROI_POSITION_STACK, Opt.ROI_POSITION_HYPERSTACK}, style=ChoiceWidget.RADIO_BUTTON_HORIZONTAL_STYLE) + private String roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); @Parameter(label=Opt.VERBOSE) private boolean verbose = (boolean) Opt.getDefault(Opt.VERBOSE); @@ -152,6 +155,7 @@ private void restoreDefaults() { outputType = (String) Opt.getDefault(Opt.OUTPUT_TYPE); nTiles = (int) Opt.getDefault(Opt.NUM_TILES); excludeBoundary = (int) Opt.getDefault(Opt.EXCLUDE_BNDRY); + roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); verbose = (boolean) Opt.getDefault(Opt.VERBOSE); showCsbdeepProgress = (boolean) Opt.getDefault(Opt.CSBDEEP_PROGRESS_WINDOW); showProbAndDist = (boolean) Opt.getDefault(Opt.SHOW_PROB_DIST); @@ -275,11 +279,12 @@ public void run() { final Future futureNMS = command.run(StarDist2DNMS.class, false, paramsNMS); final Candidates polygons = (Candidates) futureNMS.get().getOutput("polygons"); - export(outputType, polygons, 1+t, numFrames); + export(outputType, polygons, 1+t, numFrames, roiPosition); status.showProgress(1+t, (int)numFrames); } - label = labelImageToDataset(outputType); + label = labelImageToDataset(outputType); + // if (roiManager != null) OverlayCommands.listRois(roiManager.getRoisAsArray()); } else { // note: the code below supports timelapse data too. differences to above: @@ -359,7 +364,7 @@ protected void exportPolygons(Candidates polygons) {} @Override protected ImagePlus createLabelImage() { - return IJ.createImage("Labeling", "16-bit black", (int)input.getWidth(), (int)input.getHeight(), 1, 1, (int)input.getFrames()); + return IJ.createImage(Opt.LABEL_IMAGE, "16-bit black", (int)input.getWidth(), (int)input.getHeight(), 1, 1, (int)input.getFrames()); } diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DBase.java b/src/main/java/de/csbdresden/stardist/StarDist2DBase.java index 40e6a45..57e270d 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DBase.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DBase.java @@ -65,27 +65,27 @@ protected boolean showError(String msg) { // --------- - protected void export(String outputType, Candidates polygons, int framePosition, long numFrames) { + protected void export(String outputType, Candidates polygons, int framePosition, long numFrames, String roiPosition) { switch (outputType) { case Opt.OUTPUT_ROI_MANAGER: - exportROIs(polygons, framePosition, numFrames); + exportROIs(polygons, framePosition, numFrames, roiPosition); break; case Opt.OUTPUT_LABEL_IMAGE: exportLabelImage(polygons, framePosition); break; case Opt.OUTPUT_BOTH: - exportROIs(polygons, framePosition, numFrames); + exportROIs(polygons, framePosition, numFrames, roiPosition); exportLabelImage(polygons, framePosition); break; case Opt.OUTPUT_POLYGONS: exportPolygons(polygons); break; default: - showError(String.format("Unknown output type \"%s\"", outputType)); + showError(String.format("Invalid %s \"%s\"", Opt.OUTPUT_TYPE, outputType)); } } - protected void exportROIs(Candidates polygons, int framePosition, long numFrames) { + protected void exportROIs(Candidates polygons, int framePosition, long numFrames, String roiPosition) { if (roiManager == null) { roiManager = RoiManager.getRoiManager(); roiManager.reset(); // clear all rois @@ -97,19 +97,16 @@ protected void exportROIs(Candidates polygons, int framePosition, long numFrames for (final int i : polygons.getWinner()) { final PolygonRoi polyRoi = polygons.getPolygonRoi(i); - if (framePosition > 0) polyRoi.setPosition(1, 1, framePosition); - //if (framePosition > 0) polyRoi.setPosition(framePosition); + if (framePosition > 0) setRoiPosition(polyRoi, framePosition, roiPosition); roiManager.addRoi(polyRoi); if (exportPointRois) { final PointRoi pointRoi = polygons.getOriginRoi(i); - if (framePosition > 0) pointRoi.setPosition(1, 1, framePosition); - //if (framePosition > 0) pointRoi.setPosition(framePosition); + if (framePosition > 0) setRoiPosition(pointRoi, framePosition, roiPosition); roiManager.addRoi(pointRoi); } if (exportBboxRois) { final Roi bboxRoi = polygons.getBboxRoi(i); - if (framePosition > 0) bboxRoi.setPosition(1, 1, framePosition); - //if (framePosition > 0) bboxRoi.setPosition(framePosition); + if (framePosition > 0) setRoiPosition(bboxRoi, framePosition, roiPosition); roiManager.addRoi(bboxRoi); } } @@ -118,6 +115,19 @@ protected void exportROIs(Candidates polygons, int framePosition, long numFrames if (framePosition == 0 || framePosition == numFrames) roiManager.setVisible(true); } + + protected void setRoiPosition(Roi roi, int framePosition, String roiPosition) { + switch (roiPosition) { + case Opt.ROI_POSITION_STACK: + roi.setPosition(framePosition); + break; + case Opt.ROI_POSITION_HYPERSTACK: + roi.setPosition(1, 1, framePosition); + break; + default: + showError(String.format("Invalid %s \"%s\"", Opt.ROI_POSITION, roiPosition)); + } + } protected void exportLabelImage(Candidates polygons, int framePosition) { if (labelImage == null) diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java index 342a2b7..a8c96db 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java @@ -62,6 +62,9 @@ public class StarDist2DNMS extends StarDist2DBase implements Command { @Parameter(label=Opt.EXCLUDE_BNDRY, min="0", stepSize="1") private int excludeBoundary = (int) Opt.getDefault(Opt.EXCLUDE_BNDRY); + + @Parameter(label=Opt.ROI_POSITION, choices={Opt.ROI_POSITION_STACK, Opt.ROI_POSITION_HYPERSTACK}, style=ChoiceWidget.RADIO_BUTTON_HORIZONTAL_STYLE) + private String roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); @Parameter(label=Opt.VERBOSE) private boolean verbose = (boolean) Opt.getDefault(Opt.VERBOSE); @@ -76,6 +79,7 @@ private void restoreDefaults() { nmsThresh = (double) Opt.getDefault(Opt.NMS_THRESH); outputType = (String) Opt.getDefault(Opt.OUTPUT_TYPE); excludeBoundary = (int) Opt.getDefault(Opt.EXCLUDE_BNDRY); + roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); verbose = (boolean) Opt.getDefault(Opt.VERBOSE); } @@ -102,14 +106,14 @@ public void run() { polygons.nms(nmsThresh); if (verbose) log.info(String.format("frame %03d: %d polygon candidates, %d remain after non-maximum suppression", t, polygons.getSorted().size(), polygons.getWinner().size())); - export(outputType, polygons, 1+t, numFrames); + export(outputType, polygons, 1+t, numFrames, roiPosition); } } else { final Candidates polygons = new Candidates(probRAI, distRAI, probThresh, excludeBoundary, verbose ? log : null); polygons.nms(nmsThresh); if (verbose) log.info(String.format("%d polygon candidates, %d remain after non-maximum suppression", polygons.getSorted().size(), polygons.getWinner().size())); - export(outputType, polygons, 0, 0); + export(outputType, polygons, 0, 0, roiPosition); } label = labelImageToDataset(outputType); @@ -167,7 +171,7 @@ protected void exportPolygons(Candidates polygons) { @Override protected ImagePlus createLabelImage() { - return IJ.createImage("Labeling", "16-bit black", (int)prob.getWidth(), (int)prob.getHeight(), 1, 1, (int)prob.getFrames()); + return IJ.createImage(Opt.LABEL_IMAGE, "16-bit black", (int)prob.getWidth(), (int)prob.getHeight(), 1, 1, (int)prob.getFrames()); } From 2658f7a5e0e8dd6180527100b8ecd12ac6770928 Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 02:12:04 +0200 Subject: [PATCH 5/8] Improve parameter checks; show imagej.net instead of github.com url --- .../de/csbdresden/stardist/StarDist2D.java | 2 +- .../de/csbdresden/stardist/StarDist2DNMS.java | 23 +++++++++++-------- 2 files changed, 14 insertions(+), 11 deletions(-) diff --git a/src/main/java/de/csbdresden/stardist/StarDist2D.java b/src/main/java/de/csbdresden/stardist/StarDist2D.java index 2eeabce..0b2d017 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2D.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2D.java @@ -53,7 +53,7 @@ public class StarDist2D extends StarDist2DBase implements Command { private final String msgTitle = "" + "
" + "

Object Detection with Star-convex Shapes

" + - "https://github.com/mpicbg-csbd/stardist" + + "https://imagej.net/StarDist" + "

Please cite our paper if StarDist was helpful for your research. Thanks!" + "
  " + "
" + diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java index a8c96db..d02ea2c 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java @@ -126,40 +126,43 @@ private boolean checkInputs() { if (!( (prob.numDimensions() == 2 && probAxes.containsAll(Arrays.asList(Axes.X, Axes.Y))) || (prob.numDimensions() == 3 && probAxes.containsAll(Arrays.asList(Axes.X, Axes.Y, Axes.TIME))) )) - return showError("Probability/Score must be a 2D image or timelapse."); + return showError(String.format("%s must be a 2D image or timelapse.", Opt.PROB_IMAGE)); if (!( (dist.numDimensions() == 3 && distAxes.containsAll(Arrays.asList(Axes.X, Axes.Y, Axes.CHANNEL)) && dist.getChannels() >= 3) || (dist.numDimensions() == 4 && distAxes.containsAll(Arrays.asList(Axes.X, Axes.Y, Axes.CHANNEL, Axes.TIME)) && dist.getChannels() >= 3) )) - return showError("Distance must be a 2D image or timelapse with at least three channels."); + return showError(String.format("%s must be a 2D image or timelapse with at least three channels.", Opt.DIST_IMAGE)); if ((prob.numDimensions() + 1) != dist.numDimensions()) - return showError("Axes of Probability/Score and Distance not compatible."); + return showError(String.format("Axes of %s and %s not compatible.", Opt.PROB_IMAGE, Opt.DIST_IMAGE)); if (prob.getWidth() != dist.getWidth() || prob.getHeight() != dist.getHeight()) - return showError("Width or height of Probability/Score and Distance differ."); + return showError(String.format("Width or height of %s and %s differ.", Opt.PROB_IMAGE, Opt.DIST_IMAGE)); if (prob.getFrames() != dist.getFrames()) - return showError("Number of frames of Probability/Score and Distance differ."); + return showError(String.format("Number of frames of %s and %s differ.", Opt.PROB_IMAGE, Opt.DIST_IMAGE)); final AxisType[] probAxesArray = probAxes.stream().toArray(AxisType[]::new); final AxisType[] distAxesArray = distAxes.stream().toArray(AxisType[]::new); if (!( probAxesArray[0] == Axes.X && probAxesArray[1] == Axes.Y )) - return showError("First two axes of Probability/Score must be a X and Y."); + return showError(String.format("First two axes of %s must be a X and Y.", Opt.PROB_IMAGE)); if (!( distAxesArray[0] == Axes.X && distAxesArray[1] == Axes.Y )) - return showError("First two axes of Distance must be a X and Y."); + return showError(String.format("First two axes of %s must be a X and Y.", Opt.DIST_IMAGE)); if (!(0 <= nmsThresh && nmsThresh <= 1)) - return showError("NMS Threshold must be between 0 and 1."); + return showError(String.format("%s must be between 0 and 1.", Opt.NMS_THRESH)); if (excludeBoundary < 0) - return showError("Boundary Exclusion must be >= 0"); + return showError(String.format("%s must be >= 0", Opt.EXCLUDE_BNDRY)); if (!(outputType.equals(Opt.OUTPUT_ROI_MANAGER) || outputType.equals(Opt.OUTPUT_LABEL_IMAGE) || outputType.equals(Opt.OUTPUT_BOTH) || outputType.equals(Opt.OUTPUT_POLYGONS))) - return showError(String.format("Output Type must be one of {\"%s\", \"%s\", \"%s\"}.", Opt.OUTPUT_ROI_MANAGER, Opt.OUTPUT_LABEL_IMAGE, Opt.OUTPUT_BOTH)); + return showError(String.format("%s must be one of {\"%s\", \"%s\", \"%s\"}.", Opt.OUTPUT_TYPE, Opt.OUTPUT_ROI_MANAGER, Opt.OUTPUT_LABEL_IMAGE, Opt.OUTPUT_BOTH)); if (outputType.equals(Opt.OUTPUT_POLYGONS) && probAxes.contains(Axes.TIME)) return showError(String.format("Timelapse not supported for output type \"%s\"", Opt.OUTPUT_POLYGONS)); + if (!(roiPosition.equals(Opt.ROI_POSITION_STACK) || roiPosition.equals(Opt.ROI_POSITION_STACK))) + return showError(String.format("%s must be one of {\"%s\", \"%s\"}.", Opt.ROI_POSITION, Opt.ROI_POSITION_STACK, Opt.ROI_POSITION_HYPERSTACK)); + return true; } From 35bf2ea0bd3f53da5945c59928cde77f03e2c95f Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 15:04:33 +0200 Subject: [PATCH 6/8] Improve ROI position handling (thanks to @lacan) --- src/main/java/de/csbdresden/stardist/Opt.java | 3 +- .../de/csbdresden/stardist/StarDist2D.java | 53 +++++++++++-------- .../de/csbdresden/stardist/StarDist2DNMS.java | 6 +-- 3 files changed, 35 insertions(+), 27 deletions(-) diff --git a/src/main/java/de/csbdresden/stardist/Opt.java b/src/main/java/de/csbdresden/stardist/Opt.java index 509b15d..7e061dd 100644 --- a/src/main/java/de/csbdresden/stardist/Opt.java +++ b/src/main/java/de/csbdresden/stardist/Opt.java @@ -30,6 +30,7 @@ public class Opt { static final String NUM_TILES = "Number of Tiles"; static final String EXCLUDE_BNDRY = "Boundary Exclusion"; static final String ROI_POSITION = "ROI Position"; + static final String ROI_POSITION_AUTO = "Automatic"; static final String ROI_POSITION_STACK = "Stack"; static final String ROI_POSITION_HYPERSTACK = "Hyperstack"; static final String VERBOSE = "Verbose"; @@ -51,7 +52,7 @@ public class Opt { DEFAULTS.put(OUTPUT_TYPE, OUTPUT_BOTH); DEFAULTS.put(NUM_TILES, 1); DEFAULTS.put(EXCLUDE_BNDRY, 2); - DEFAULTS.put(ROI_POSITION, ROI_POSITION_STACK); + DEFAULTS.put(ROI_POSITION, ROI_POSITION_AUTO); DEFAULTS.put(VERBOSE, false); DEFAULTS.put(CSBDEEP_PROGRESS_WINDOW, false); DEFAULTS.put(SHOW_PROB_DIST, false); diff --git a/src/main/java/de/csbdresden/stardist/StarDist2D.java b/src/main/java/de/csbdresden/stardist/StarDist2D.java index 0b2d017..6ef0d6d 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2D.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2D.java @@ -82,7 +82,7 @@ public class StarDist2D extends StarDist2DBase implements Command { @Parameter(label=Opt.PERCENTILE_HIGH, stepSize="0.1", min="0", max="100", style=NumberWidget.SLIDER_STYLE, callback="percentileTopChanged") private double percentileTop = (double) Opt.getDefault(Opt.PERCENTILE_HIGH); - + @Parameter(label=Opt.PROB_IMAGE, type=ItemIO.OUTPUT) private Dataset prob; @@ -123,18 +123,19 @@ public class StarDist2D extends StarDist2DBase implements Command { @Parameter(label=Opt.EXCLUDE_BNDRY, min="0", stepSize="1") private int excludeBoundary = (int) Opt.getDefault(Opt.EXCLUDE_BNDRY); - @Parameter(label=Opt.ROI_POSITION, choices={Opt.ROI_POSITION_STACK, Opt.ROI_POSITION_HYPERSTACK}, style=ChoiceWidget.RADIO_BUTTON_HORIZONTAL_STYLE) - private String roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); + @Parameter(label=Opt.ROI_POSITION, choices={Opt.ROI_POSITION_AUTO, Opt.ROI_POSITION_STACK, Opt.ROI_POSITION_HYPERSTACK}, style=ChoiceWidget.RADIO_BUTTON_HORIZONTAL_STYLE) + private String roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); + private String roiPositionActive = null; @Parameter(label=Opt.VERBOSE) private boolean verbose = (boolean) Opt.getDefault(Opt.VERBOSE); - + @Parameter(label=Opt.CSBDEEP_PROGRESS_WINDOW) private boolean showCsbdeepProgress = (boolean) Opt.getDefault(Opt.CSBDEEP_PROGRESS_WINDOW); - + @Parameter(label=Opt.SHOW_PROB_DIST) private boolean showProbAndDist = (boolean) Opt.getDefault(Opt.SHOW_PROB_DIST); - + // TODO: values for block multiple and overlap @Parameter(label=Opt.SET_THRESHOLDS, callback="setThresholds") @@ -168,7 +169,7 @@ private void percentileBottomChanged() { private void percentileTopChanged() { percentileBottom = Math.min(percentileBottom, percentileTop); } - + private void setThresholds() { switch (modelChoice) { case Opt.MODEL_FILE: @@ -206,7 +207,12 @@ private void checkForCSBDeep() { public void run() { checkForCSBDeep(); if (!checkInputs()) return; - + + if (roiPosition == Opt.ROI_POSITION_AUTO) + roiPositionActive = input.numDimensions() > 3 ? Opt.ROI_POSITION_HYPERSTACK : Opt.ROI_POSITION_STACK; + else + roiPositionActive = roiPosition; + File tmpModelFile = null; try { final HashMap paramsCNN = new HashMap<>(); @@ -241,13 +247,14 @@ public void run() { paramsCNN.put("blockMultiple", pretrainedModel.sizeDivBy); paramsCNN.put("overlap", pretrainedModel.tileOverlap); } - + final HashMap paramsNMS = new HashMap<>(); paramsNMS.put("probThresh", probThresh); paramsNMS.put("nmsThresh", nmsThresh); paramsNMS.put("excludeBoundary", excludeBoundary); - paramsNMS.put("verbose", verbose); - + paramsNMS.put("roiPosition", roiPositionActive); + paramsNMS.put("verbose", verbose); + final LinkedHashSet inputAxes = Utils.orderedAxesSet(input); final boolean isTimelapse = inputAxes.contains(Axes.TIME); @@ -279,7 +286,7 @@ public void run() { final Future futureNMS = command.run(StarDist2DNMS.class, false, paramsNMS); final Candidates polygons = (Candidates) futureNMS.get().getOutput("polygons"); - export(outputType, polygons, 1+t, numFrames, roiPosition); + export(outputType, polygons, 1+t, numFrames, roiPositionActive); status.showProgress(1+t, (int)numFrames); } @@ -293,7 +300,7 @@ public void run() { // - allows showing prob and dist easily final Future futureCNN = command.run(de.csbdresden.csbdeep.commands.GenericNetwork.class, false, paramsCNN); final Dataset prediction = (Dataset) futureCNN.get().getOutput("output"); - + final Pair probAndDist = splitPrediction(prediction); final Dataset probDS = probAndDist.getA(); final Dataset distDS = probAndDist.getB(); @@ -306,7 +313,7 @@ public void run() { } final Future futureNMS = command.run(StarDist2DNMS.class, false, paramsNMS); - label = (Dataset) futureNMS.get().getOutput("label"); + label = (Dataset) futureNMS.get().getOutput("label"); } } catch (InterruptedException | ExecutionException | IOException e) { e.printStackTrace(); @@ -319,7 +326,7 @@ public void run() { } } } - + // this function is very cumbersome... is there a better way to do this? private Pair splitPrediction(final Dataset prediction) { final RandomAccessibleInterval predictionRAI = (RandomAccessibleInterval) prediction.getImgPlus(); @@ -332,7 +339,7 @@ private Pair splitPrediction(final Dataset prediction) { final long[] predSize = predAxes.stream().mapToLong(axis -> { return axis == Axes.CHANNEL ? prediction.dimension(axis)-1 : prediction.dimension(axis); }).toArray(); - + final RandomAccessibleInterval probRAI = Views.hyperSlice(predictionRAI, predChannelDim, 0); final RandomAccessibleInterval distRAI = Views.offsetInterval(predictionRAI, predStart, predSize); @@ -350,23 +357,23 @@ private boolean checkInputs() { (input.numDimensions() == 3 && axes.containsAll(Arrays.asList(Axes.X, Axes.Y, Axes.CHANNEL))) || (input.numDimensions() == 4 && axes.containsAll(Arrays.asList(Axes.X, Axes.Y, Axes.CHANNEL, Axes.TIME))) )) return showError("Input must be a 2D image or timelapse (with or without channels)."); - - if (!( modelChoice.equals(Opt.MODEL_FILE) || modelChoice.equals(Opt.MODEL_URL) || MODELS.containsKey(modelChoice) )) + + if (!( modelChoice.equals(Opt.MODEL_FILE) || modelChoice.equals(Opt.MODEL_URL) || MODELS.containsKey(modelChoice) )) return showError(String.format("Unsupported Model \"%s\".", modelChoice)); - + return true; } - - + + @Override protected void exportPolygons(Candidates polygons) {} - + @Override protected ImagePlus createLabelImage() { return IJ.createImage(Opt.LABEL_IMAGE, "16-bit black", (int)input.getWidth(), (int)input.getHeight(), 1, 1, (int)input.getFrames()); } - + public static void main(final String... args) throws Exception { final ImageJ ij = new ImageJ(); diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java index d02ea2c..ed371f4 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DNMS.java @@ -71,7 +71,7 @@ public class StarDist2DNMS extends StarDist2DBase implements Command { @Parameter(label=Opt.RESTORE_DEFAULTS, callback="restoreDefaults") private Button restoreDefaults; - + // --------- private void restoreDefaults() { @@ -79,7 +79,7 @@ private void restoreDefaults() { nmsThresh = (double) Opt.getDefault(Opt.NMS_THRESH); outputType = (String) Opt.getDefault(Opt.OUTPUT_TYPE); excludeBoundary = (int) Opt.getDefault(Opt.EXCLUDE_BNDRY); - roiPosition = (String) Opt.getDefault(Opt.ROI_POSITION); + roiPosition = (String) Opt.ROI_POSITION_STACK; verbose = (boolean) Opt.getDefault(Opt.VERBOSE); } @@ -160,7 +160,7 @@ private boolean checkInputs() { if (outputType.equals(Opt.OUTPUT_POLYGONS) && probAxes.contains(Axes.TIME)) return showError(String.format("Timelapse not supported for output type \"%s\"", Opt.OUTPUT_POLYGONS)); - if (!(roiPosition.equals(Opt.ROI_POSITION_STACK) || roiPosition.equals(Opt.ROI_POSITION_STACK))) + if (!(roiPosition.equals(Opt.ROI_POSITION_STACK) || roiPosition.equals(Opt.ROI_POSITION_HYPERSTACK))) return showError(String.format("%s must be one of {\"%s\", \"%s\"}.", Opt.ROI_POSITION, Opt.ROI_POSITION_STACK, Opt.ROI_POSITION_HYPERSTACK)); return true; From a852377ae39d95fcaa7b26a21ba3b8f452cf0c9d Mon Sep 17 00:00:00 2001 From: Uwe Schmidt Date: Tue, 7 Apr 2020 23:52:06 +0200 Subject: [PATCH 7/8] Add model for nuclei in H&E stained tissues --- .../de/csbdresden/stardist/StarDist2D.java | 2 ++ .../csbdresden/stardist/StarDist2DModel.java | 8 +++++--- .../resources/models/2D/he_heavy_augment.zip | Bin 0 -> 5303737 bytes 3 files changed, 7 insertions(+), 3 deletions(-) create mode 100644 src/main/resources/models/2D/he_heavy_augment.zip diff --git a/src/main/java/de/csbdresden/stardist/StarDist2D.java b/src/main/java/de/csbdresden/stardist/StarDist2D.java index 6ef0d6d..53cef9b 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2D.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2D.java @@ -3,6 +3,7 @@ import static de.csbdresden.stardist.StarDist2DModel.MODELS; import static de.csbdresden.stardist.StarDist2DModel.MODEL_DSB2018_HEAVY_AUGMENTATION; import static de.csbdresden.stardist.StarDist2DModel.MODEL_DSB2018_PAPER; +import static de.csbdresden.stardist.StarDist2DModel.MODEL_HE_HEAVY_AUGMENTATION; import java.io.File; import java.io.IOException; @@ -69,6 +70,7 @@ public class StarDist2D extends StarDist2DBase implements Command { @Parameter(label=Opt.MODEL, choices={MODEL_DSB2018_HEAVY_AUGMENTATION, + MODEL_HE_HEAVY_AUGMENTATION, MODEL_DSB2018_PAPER, Opt.MODEL_FILE, Opt.MODEL_URL}, style=ChoiceWidget.LIST_BOX_STYLE) diff --git a/src/main/java/de/csbdresden/stardist/StarDist2DModel.java b/src/main/java/de/csbdresden/stardist/StarDist2DModel.java index 81b8b25..0a84ec9 100644 --- a/src/main/java/de/csbdresden/stardist/StarDist2DModel.java +++ b/src/main/java/de/csbdresden/stardist/StarDist2DModel.java @@ -14,12 +14,14 @@ public class StarDist2DModel { static final String MODEL_DSB2018_HEAVY_AUGMENTATION = "Versatile (fluorescent nuclei)"; static final String MODEL_DSB2018_PAPER = "DSB 2018 (from StarDist 2D paper)"; - static final String MODEL_DEFAULT = MODEL_DSB2018_HEAVY_AUGMENTATION; + static final String MODEL_HE_HEAVY_AUGMENTATION = "Versatile (H&E nuclei)"; + static final String MODEL_DEFAULT = MODEL_DSB2018_HEAVY_AUGMENTATION; static final Map MODELS = new LinkedHashMap(); static { - MODELS.put(MODEL_DSB2018_PAPER, new StarDist2DModel(StarDist2DModel.class.getClassLoader().getResource("models/2D/dsb2018_paper.zip"), 0.417819, 0.5, 8, 47)); - MODELS.put(MODEL_DSB2018_HEAVY_AUGMENTATION, new StarDist2DModel(StarDist2DModel.class.getClassLoader().getResource("models/2D/dsb2018_heavy_augment.zip"), 0.479071, 0.3, 16, 94)); + MODELS.put(MODEL_DSB2018_PAPER, new StarDist2DModel(StarDist2DModel.class.getClassLoader().getResource("models/2D/dsb2018_paper.zip"), 0.417819, 0.5, 8, 48)); + MODELS.put(MODEL_DSB2018_HEAVY_AUGMENTATION, new StarDist2DModel(StarDist2DModel.class.getClassLoader().getResource("models/2D/dsb2018_heavy_augment.zip"), 0.479071, 0.3, 16, 96)); + MODELS.put(MODEL_HE_HEAVY_AUGMENTATION, new StarDist2DModel(StarDist2DModel.class.getClassLoader().getResource("models/2D/he_heavy_augment.zip"), 0.692478, 0.3, 16, 96)); 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