Examples with AffineModel2D mpicbg.models.AffineModel2D used on opensource projects

Example 1 with AffineModel2D

use of mpicbg.models.AffineModel2D in project TrakEM2 by trakem2.

the class AlignTask method alignGraphs.

private static final boolean alignGraphs(final Align.Param p, final Layer layer1, final Layer layer2, final Iterable<Tile<?>> graph1, final Iterable<Tile<?>> graph2) {
    final Align.Param cp = p.clone();
    final Selection selection1 = new Selection(null);
    for (final Tile<?> tile : graph1) selection1.add(((AbstractAffineTile2D<?>) tile).getPatch());
    final Rectangle graph1Box = selection1.getBox();
    final Selection selection2 = new Selection(null);
    for (final Tile<?> tile : graph2) selection2.add(((AbstractAffineTile2D<?>) tile).getPatch());
    final Rectangle graph2Box = selection2.getBox();
    final int maxLength = Math.max(Math.max(Math.max(graph1Box.width, graph1Box.height), graph2Box.width), graph2Box.height);
    // final double scale = ( double )cp.sift.maxOctaveSize / maxLength;
    /* rather ad hoc but we cannot just scale this to maxOctaveSize */
    cp.sift.maxOctaveSize = Math.min(maxLength, 2 * p.sift.maxOctaveSize);
    /* make sure that, despite rounding issues from scale, it is >= image size */
    final double scale = (double) (cp.sift.maxOctaveSize - 1) / maxLength;
    // cp.maxEpsilon *= scale;
    final FloatArray2DSIFT sift = new FloatArray2DSIFT(cp.sift);
    final SIFT ijSIFT = new SIFT(sift);
    final ArrayList<Feature> features1 = new ArrayList<Feature>();
    final ArrayList<Feature> features2 = new ArrayList<Feature>();
    final ArrayList<PointMatch> candidates = new ArrayList<PointMatch>();
    final ArrayList<PointMatch> inliers = new ArrayList<PointMatch>();
    long s = System.currentTimeMillis();
    ijSIFT.extractFeatures(layer1.getProject().getLoader().getFlatImage(layer1, graph1Box, scale, 0xffffffff, ImagePlus.GRAY8, Patch.class, selection1.getSelected(Patch.class), false, Color.GRAY).getProcessor(), features1);
    Utils.log(features1.size() + " features extracted for graphs in layer \"" + layer1.getTitle() + "\" (took " + (System.currentTimeMillis() - s) + " ms).");
    ijSIFT.extractFeatures(layer2.getProject().getLoader().getFlatImage(layer2, graph2Box, scale, 0xffffffff, ImagePlus.GRAY8, Patch.class, selection2.getSelected(Patch.class), false, Color.GRAY).getProcessor(), features2);
    Utils.log(features2.size() + " features extracted for graphs in layer \"" + layer1.getTitle() + "\" (took " + (System.currentTimeMillis() - s) + " ms).");
    boolean modelFound = false;
    if (features1.size() > 0 && features2.size() > 0) {
        s = System.currentTimeMillis();
        FeatureTransform.matchFeatures(features1, features2, candidates, cp.rod);
        final AbstractAffineModel2D<?> model;
        switch(cp.expectedModelIndex) {
            case 0:
                model = new TranslationModel2D();
                break;
            case 1:
                model = new RigidModel2D();
                break;
            case 2:
                model = new SimilarityModel2D();
                break;
            case 3:
                model = new AffineModel2D();
                break;
            default:
                return false;
        }
        boolean again = false;
        try {
            do {
                again = false;
                modelFound = model.filterRansac(candidates, inliers, 1000, cp.maxEpsilon, cp.minInlierRatio, cp.minNumInliers, 3);
                if (modelFound && cp.rejectIdentity) {
                    final ArrayList<Point> points = new ArrayList<Point>();
                    PointMatch.sourcePoints(inliers, points);
                    if (Transforms.isIdentity(model, points, cp.identityTolerance)) {
                        IJ.log("Identity transform for " + inliers.size() + " matches rejected.");
                        candidates.removeAll(inliers);
                        inliers.clear();
                        again = true;
                    }
                }
            } while (again);
        } catch (final NotEnoughDataPointsException e) {
            modelFound = false;
        }
        if (modelFound) {
            Utils.log("Model found for graphs in layer \"" + layer1.getTitle() + "\" and \"" + layer2.getTitle() + "\":\n  correspondences  " + inliers.size() + " of " + candidates.size() + "\n  average residual error  " + (model.getCost() / scale) + " px\n  took " + (System.currentTimeMillis() - s) + " ms");
            final AffineTransform b = new AffineTransform();
            b.translate(graph2Box.x, graph2Box.y);
            b.scale(1.0f / scale, 1.0f / scale);
            b.concatenate(model.createAffine());
            b.scale(scale, scale);
            b.translate(-graph1Box.x, -graph1Box.y);
            for (final Displayable d : selection1.getSelected(Patch.class)) d.getAffineTransform().preConcatenate(b);
            /* assign patch affine transformation to the tile model */
            for (final Tile<?> t : graph1) ((AbstractAffineTile2D<?>) t).initModel();
            Display.repaint(layer1);
        } else
            IJ.log("No model found for graphs in layer \"" + layer1.getTitle() + "\" and \"" + layer2.getTitle() + "\":\n  correspondence candidates  " + candidates.size() + "\n  took " + (System.currentTimeMillis() - s) + " ms");
    }
    return modelFound;
}

Example 2 with AffineModel2D

use of mpicbg.models.AffineModel2D in project TrakEM2 by trakem2.

the class ElasticLayerAlignment method exec.

/**
 * @param param
 * @param layerRange
 * @param fixedLayers
 * @param emptyLayers
 * @param box
 * @param filter
 * @param useTps true if using TPS transforms, otherwise MLS
 * @throws Exception
 */
@SuppressWarnings("deprecation")
public final void exec(final Param param, final Project project, final List<Layer> layerRange, final Set<Layer> fixedLayers, final Set<Layer> emptyLayers, final Rectangle box, final boolean propagateTransformBefore, final boolean propagateTransformAfter, final Filter<Patch> filter) throws Exception {
    final ExecutorService service = ExecutorProvider.getExecutorService(1.0f);
    /* create tiles and models for all layers */
    final ArrayList<Tile<?>> tiles = new ArrayList<Tile<?>>();
    for (int i = 0; i < layerRange.size(); ++i) {
        switch(param.desiredModelIndex) {
            case 0:
                tiles.add(new Tile<TranslationModel2D>(new TranslationModel2D()));
                break;
            case 1:
                tiles.add(new Tile<RigidModel2D>(new RigidModel2D()));
                break;
            case 2:
                tiles.add(new Tile<SimilarityModel2D>(new SimilarityModel2D()));
                break;
            case 3:
                tiles.add(new Tile<AffineModel2D>(new AffineModel2D()));
                break;
            case 4:
                tiles.add(new Tile<HomographyModel2D>(new HomographyModel2D()));
                break;
            default:
                return;
        }
    }
    /* collect all pairs of slices for which a model could be found */
    final ArrayList<Triple<Integer, Integer, AbstractModel<?>>> pairs = new ArrayList<Triple<Integer, Integer, AbstractModel<?>>>();
    if (!param.isAligned) {
        preAlignStack(param, project, layerRange, box, filter, pairs);
    } else {
        for (int i = 0; i < layerRange.size(); ++i) {
            final int range = Math.min(layerRange.size(), i + param.maxNumNeighbors + 1);
            for (int j = i + 1; j < range; ++j) {
                pairs.add(new Triple<Integer, Integer, AbstractModel<?>>(i, j, new TranslationModel2D()));
            }
        }
    }
    /* Elastic alignment */
    /* Initialization */
    final TileConfiguration initMeshes = new TileConfiguration();
    final int meshWidth = (int) Math.ceil(box.width * param.layerScale);
    final int meshHeight = (int) Math.ceil(box.height * param.layerScale);
    final ArrayList<SpringMesh> meshes = new ArrayList<SpringMesh>(layerRange.size());
    for (int i = 0; i < layerRange.size(); ++i) {
        meshes.add(new SpringMesh(param.resolutionSpringMesh, meshWidth, meshHeight, param.stiffnessSpringMesh, param.maxStretchSpringMesh * param.layerScale, param.dampSpringMesh));
    }
    // final int blockRadius = Math.max( 32, meshWidth / p.resolutionSpringMesh / 2 );
    final int blockRadius = Math.max(16, mpicbg.util.Util.roundPos(param.layerScale * param.blockRadius));
    Utils.log("effective block radius = " + blockRadius);
    final ArrayList<Future<BlockMatchPairCallable.BlockMatchResults>> futures = new ArrayList<Future<BlockMatchPairCallable.BlockMatchResults>>(pairs.size());
    for (final Triple<Integer, Integer, AbstractModel<?>> pair : pairs) {
        /* free memory */
        project.getLoader().releaseAll();
        final SpringMesh m1 = meshes.get(pair.a);
        final SpringMesh m2 = meshes.get(pair.b);
        final ArrayList<Vertex> v1 = m1.getVertices();
        final ArrayList<Vertex> v2 = m2.getVertices();
        final Layer layer1 = layerRange.get(pair.a);
        final Layer layer2 = layerRange.get(pair.b);
        final boolean layer1Fixed = fixedLayers.contains(layer1);
        final boolean layer2Fixed = fixedLayers.contains(layer2);
        if (!(layer1Fixed && layer2Fixed)) {
            final BlockMatchPairCallable bmpc = new BlockMatchPairCallable(pair, layerRange, layer1Fixed, layer2Fixed, filter, param, v1, v2, box);
            futures.add(service.submit(bmpc));
        }
    }
    for (final Future<BlockMatchPairCallable.BlockMatchResults> future : futures) {
        final BlockMatchPairCallable.BlockMatchResults results = future.get();
        final Collection<PointMatch> pm12 = results.pm12, pm21 = results.pm21;
        final Triple<Integer, Integer, AbstractModel<?>> pair = results.pair;
        final Tile<?> t1 = tiles.get(pair.a);
        final Tile<?> t2 = tiles.get(pair.b);
        final SpringMesh m1 = meshes.get(pair.a);
        final SpringMesh m2 = meshes.get(pair.b);
        final double springConstant = 1.0 / (pair.b - pair.a);
        final boolean layer1Fixed = results.layer1Fixed;
        final boolean layer2Fixed = results.layer2Fixed;
        if (layer1Fixed) {
            initMeshes.fixTile(t1);
        } else {
            if (param.useLocalSmoothnessFilter) {
                Utils.log(pair.a + " > " + pair.b + ": " + pm12.size() + " candidates passed local smoothness filter.");
            } else {
                Utils.log(pair.a + " > " + pair.b + ": found " + pm12.size() + " correspondences.");
            }
            for (final PointMatch pm : pm12) {
                final Vertex p1 = (Vertex) pm.getP1();
                final Vertex p2 = new Vertex(pm.getP2());
                p1.addSpring(p2, new Spring(0, springConstant));
                m2.addPassiveVertex(p2);
            }
            /*
                * adding Tiles to the initialing TileConfiguration, adding a Tile
                * multiple times does not harm because the TileConfiguration is
                * backed by a Set.
                */
            if (pm12.size() > pair.c.getMinNumMatches()) {
                initMeshes.addTile(t1);
                initMeshes.addTile(t2);
                t1.connect(t2, pm12);
            }
        }
        if (layer2Fixed)
            initMeshes.fixTile(t2);
        else {
            if (param.useLocalSmoothnessFilter) {
                Utils.log(pair.a + " < " + pair.b + ": " + pm21.size() + " candidates passed local smoothness filter.");
            } else {
                Utils.log(pair.a + " < " + pair.b + ": found " + pm21.size() + " correspondences.");
            }
            for (final PointMatch pm : pm21) {
                final Vertex p1 = (Vertex) pm.getP1();
                final Vertex p2 = new Vertex(pm.getP2());
                p1.addSpring(p2, new Spring(0, springConstant));
                m1.addPassiveVertex(p2);
            }
            /*
                * adding Tiles to the initialing TileConfiguration, adding a Tile
                * multiple times does not harm because the TileConfiguration is
                * backed by a Set.
                */
            if (pm21.size() > pair.c.getMinNumMatches()) {
                initMeshes.addTile(t1);
                initMeshes.addTile(t2);
                t2.connect(t1, pm21);
            }
        }
        Utils.log(pair.a + " <> " + pair.b + " spring constant = " + springConstant);
    }
    /* pre-align by optimizing a piecewise linear model */
    initMeshes.optimize(param.maxEpsilon * param.layerScale, param.maxIterationsSpringMesh, param.maxPlateauwidthSpringMesh);
    for (int i = 0; i < layerRange.size(); ++i) meshes.get(i).init(tiles.get(i).getModel());
    /* optimize the meshes */
    try {
        final long t0 = System.currentTimeMillis();
        Utils.log("Optimizing spring meshes...");
        if (param.useLegacyOptimizer) {
            Utils.log("  ...using legacy optimizer...");
            SpringMesh.optimizeMeshes2(meshes, param.maxEpsilon * param.layerScale, param.maxIterationsSpringMesh, param.maxPlateauwidthSpringMesh, param.visualize);
        } else {
            SpringMesh.optimizeMeshes(meshes, param.maxEpsilon * param.layerScale, param.maxIterationsSpringMesh, param.maxPlateauwidthSpringMesh, param.visualize);
        }
        Utils.log("Done optimizing spring meshes. Took " + (System.currentTimeMillis() - t0) + " ms");
    } catch (final NotEnoughDataPointsException e) {
        Utils.log("There were not enough data points to get the spring mesh optimizing.");
        e.printStackTrace();
        return;
    }
    /* translate relative to bounding box */
    for (final SpringMesh mesh : meshes) {
        for (final PointMatch pm : mesh.getVA().keySet()) {
            final Point p1 = pm.getP1();
            final Point p2 = pm.getP2();
            final double[] l = p1.getL();
            final double[] w = p2.getW();
            l[0] = l[0] / param.layerScale + box.x;
            l[1] = l[1] / param.layerScale + box.y;
            w[0] = w[0] / param.layerScale + box.x;
            w[1] = w[1] / param.layerScale + box.y;
        }
    }
    /* free memory */
    project.getLoader().releaseAll();
    final Layer first = layerRange.get(0);
    final List<Layer> layers = first.getParent().getLayers();
    final LayerSet ls = first.getParent();
    final Area infArea = AreaUtils.infiniteArea();
    final List<VectorData> vectorData = new ArrayList<VectorData>();
    for (final Layer layer : ls.getLayers()) {
        vectorData.addAll(Utils.castCollection(layer.getDisplayables(VectorData.class, false, true), VectorData.class, true));
    }
    vectorData.addAll(Utils.castCollection(ls.getZDisplayables(VectorData.class, true), VectorData.class, true));
    /* transfer layer transform into patch transforms and append to patches */
    if (propagateTransformBefore || propagateTransformAfter) {
        if (propagateTransformBefore) {
            final ThinPlateSplineTransform tps = makeTPS(meshes.get(0).getVA().keySet());
            final int firstLayerIndex = first.getParent().getLayerIndex(first.getId());
            for (int i = 0; i < firstLayerIndex; ++i) {
                applyTransformToLayer(layers.get(i), tps, filter);
                for (final VectorData vd : vectorData) {
                    vd.apply(layers.get(i), infArea, tps);
                }
            }
        }
        if (propagateTransformAfter) {
            final Layer last = layerRange.get(layerRange.size() - 1);
            final CoordinateTransform ct;
            if (param.useTps)
                ct = makeTPS(meshes.get(meshes.size() - 1).getVA().keySet());
            else {
                final MovingLeastSquaresTransform2 mls = new MovingLeastSquaresTransform2();
                mls.setMatches(meshes.get(meshes.size() - 1).getVA().keySet());
                ct = mls;
            }
            final int lastLayerIndex = last.getParent().getLayerIndex(last.getId());
            for (int i = lastLayerIndex + 1; i < layers.size(); ++i) {
                applyTransformToLayer(layers.get(i), ct, filter);
                for (final VectorData vd : vectorData) {
                    vd.apply(layers.get(i), infArea, ct);
                }
            }
        }
    }
    for (int l = 0; l < layerRange.size(); ++l) {
        IJ.showStatus("Applying transformation to patches ...");
        IJ.showProgress(0, layerRange.size());
        final Layer layer = layerRange.get(l);
        final ThinPlateSplineTransform tps = makeTPS(meshes.get(l).getVA().keySet());
        applyTransformToLayer(layer, tps, filter);
        for (final VectorData vd : vectorData) {
            vd.apply(layer, infArea, tps);
        }
        if (Thread.interrupted()) {
            Utils.log("Interrupted during applying transformations to patches.  No all patches have been updated.  Re-generate mipmaps manually.");
        }
        IJ.showProgress(l + 1, layerRange.size());
    }
    /* update patch mipmaps */
    final int firstLayerIndex;
    final int lastLayerIndex;
    if (propagateTransformBefore)
        firstLayerIndex = 0;
    else {
        firstLayerIndex = first.getParent().getLayerIndex(first.getId());
    }
    if (propagateTransformAfter)
        lastLayerIndex = layers.size() - 1;
    else {
        final Layer last = layerRange.get(layerRange.size() - 1);
        lastLayerIndex = last.getParent().getLayerIndex(last.getId());
    }
    for (int i = firstLayerIndex; i <= lastLayerIndex; ++i) {
        final Layer layer = layers.get(i);
        if (!(emptyLayers.contains(layer) || fixedLayers.contains(layer))) {
            for (final Patch patch : AlignmentUtils.filterPatches(layer, filter)) patch.updateMipMaps();
        }
    }
    Utils.log("Done.");
}

Example 3 with AffineModel2D

use of mpicbg.models.AffineModel2D in project TrakEM2 by trakem2.

the class ElasticMontage method exec.

@SuppressWarnings("deprecation")
public final void exec(final Param param, final List<Patch> patches, final Set<Patch> fixedPatches) throws Exception {
    /* free memory */
    patches.get(0).getProject().getLoader().releaseAll();
    /* create tiles and models for all patches */
    final ArrayList<AbstractAffineTile2D<?>> tiles = new ArrayList<AbstractAffineTile2D<?>>();
    final ArrayList<AbstractAffineTile2D<?>> fixedTiles = new ArrayList<AbstractAffineTile2D<?>>();
    Align.tilesFromPatches(param.po, patches, fixedPatches, tiles, fixedTiles);
    if (!param.isAligned) {
        Align.alignTiles(param.po, tiles, fixedTiles, param.tilesAreInPlace, param.maxNumThreads);
        /* Apply the estimated affine transform to patches */
        for (final AbstractAffineTile2D<?> t : tiles) t.getPatch().setAffineTransform(t.createAffine());
        Display.update();
    }
    /* generate tile pairs for all by now overlapping tiles */
    final ArrayList<AbstractAffineTile2D<?>[]> tilePairs = new ArrayList<AbstractAffineTile2D<?>[]>();
    AbstractAffineTile2D.pairOverlappingTiles(tiles, tilePairs);
    /* check if there was any pair */
    if (tilePairs.size() == 0) {
        Utils.log("Elastic montage could not find any overlapping patches after pre-montaging.");
        return;
    }
    Utils.log(tilePairs.size() + " pairs of patches will be block-matched...");
    /* make pairwise global models local */
    final ArrayList<Triple<AbstractAffineTile2D<?>, AbstractAffineTile2D<?>, InvertibleCoordinateTransform>> pairs = new ArrayList<Triple<AbstractAffineTile2D<?>, AbstractAffineTile2D<?>, InvertibleCoordinateTransform>>();
    /*
		 * The following casting madness is necessary to get this code compiled
		 * with Sun/Oracle Java 6 which otherwise generates an inconvertible
		 * type exception.
		 *
		 * TODO Remove as soon as this bug is fixed in Sun/Oracle javac.
		 */
    for (final AbstractAffineTile2D<?>[] pair : tilePairs) {
        final AbstractAffineModel2D<?> m;
        switch(param.po.desiredModelIndex) {
            case 0:
                final TranslationModel2D t = (TranslationModel2D) (Object) pair[1].getModel().createInverse();
                t.concatenate((TranslationModel2D) (Object) pair[0].getModel());
                m = t;
                break;
            case 1:
                final RigidModel2D r = (RigidModel2D) (Object) pair[1].getModel().createInverse();
                r.concatenate((RigidModel2D) (Object) pair[0].getModel());
                m = r;
                break;
            case 2:
                final SimilarityModel2D s = (SimilarityModel2D) (Object) pair[1].getModel().createInverse();
                s.concatenate((SimilarityModel2D) (Object) pair[0].getModel());
                m = s;
                break;
            case 3:
                final AffineModel2D a = (AffineModel2D) (Object) pair[1].getModel().createInverse();
                a.concatenate((AffineModel2D) (Object) pair[0].getModel());
                m = a;
                break;
            default:
                m = null;
        }
        pairs.add(new Triple<AbstractAffineTile2D<?>, AbstractAffineTile2D<?>, InvertibleCoordinateTransform>(pair[0], pair[1], m));
    }
    /* Elastic alignment */
    /* Initialization */
    final double springTriangleHeightTwice = 2 * Math.sqrt(0.75 * param.springLengthSpringMesh * param.springLengthSpringMesh);
    final ArrayList<SpringMesh> meshes = new ArrayList<SpringMesh>(tiles.size());
    final HashMap<AbstractAffineTile2D<?>, SpringMesh> tileMeshMap = new HashMap<AbstractAffineTile2D<?>, SpringMesh>();
    for (final AbstractAffineTile2D<?> tile : tiles) {
        final double w = tile.getWidth();
        final double h = tile.getHeight();
        final int numX = Math.max(2, (int) Math.ceil(w / param.springLengthSpringMesh) + 1);
        final int numY = Math.max(2, (int) Math.ceil(h / springTriangleHeightTwice) + 1);
        final double wMesh = (numX - 1) * param.springLengthSpringMesh;
        final double hMesh = (numY - 1) * springTriangleHeightTwice;
        final SpringMesh mesh = new SpringMesh(numX, numY, wMesh, hMesh, param.stiffnessSpringMesh, param.maxStretchSpringMesh * param.bmScale, param.dampSpringMesh);
        meshes.add(mesh);
        tileMeshMap.put(tile, mesh);
    }
    // final int blockRadius = Math.max( 32, Util.roundPos( param.springLengthSpringMesh / 2 ) );
    final int blockRadius = Math.max(Util.roundPos(16 / param.bmScale), param.bmBlockRadius);
    /**
     * TODO set this something more than the largest error by the approximate model
     */
    final int searchRadius = param.bmSearchRadius;
    final AbstractModel<?> localSmoothnessFilterModel = mpicbg.trakem2.align.Util.createModel(param.bmLocalModelIndex);
    for (final Triple<AbstractAffineTile2D<?>, AbstractAffineTile2D<?>, InvertibleCoordinateTransform> pair : pairs) {
        final AbstractAffineTile2D<?> t1 = pair.a;
        final AbstractAffineTile2D<?> t2 = pair.b;
        final SpringMesh m1 = tileMeshMap.get(t1);
        final SpringMesh m2 = tileMeshMap.get(t2);
        final ArrayList<PointMatch> pm12 = new ArrayList<PointMatch>();
        final ArrayList<PointMatch> pm21 = new ArrayList<PointMatch>();
        final ArrayList<Vertex> v1 = m1.getVertices();
        final ArrayList<Vertex> v2 = m2.getVertices();
        final String patchName1 = patchName(t1.getPatch());
        final String patchName2 = patchName(t2.getPatch());
        final PatchImage pi1 = t1.getPatch().createTransformedImage();
        if (pi1 == null) {
            Utils.log("Patch `" + patchName1 + "' failed generating a transformed image.  Skipping...");
            continue;
        }
        final PatchImage pi2 = t2.getPatch().createTransformedImage();
        if (pi2 == null) {
            Utils.log("Patch `" + patchName2 + "' failed generating a transformed image.  Skipping...");
            continue;
        }
        final FloatProcessor fp1 = (FloatProcessor) pi1.target.convertToFloat();
        final ByteProcessor mask1 = pi1.getMask();
        final FloatProcessor fpMask1 = mask1 == null ? null : scaleByte(mask1);
        final FloatProcessor fp2 = (FloatProcessor) pi2.target.convertToFloat();
        final ByteProcessor mask2 = pi2.getMask();
        final FloatProcessor fpMask2 = mask2 == null ? null : scaleByte(mask2);
        if (!fixedTiles.contains(t1)) {
            BlockMatching.matchByMaximalPMCC(fp1, fp2, fpMask1, fpMask2, param.bmScale, pair.c, blockRadius, blockRadius, searchRadius, searchRadius, param.bmMinR, param.bmRodR, param.bmMaxCurvatureR, v1, pm12, new ErrorStatistic(1));
            if (param.bmUseLocalSmoothnessFilter) {
                Utils.log("`" + patchName1 + "' > `" + patchName2 + "': found " + pm12.size() + " correspondence candidates.");
                localSmoothnessFilterModel.localSmoothnessFilter(pm12, pm12, param.bmLocalRegionSigma, param.bmMaxLocalEpsilon, param.bmMaxLocalTrust);
                Utils.log("`" + patchName1 + "' > `" + patchName2 + "': " + pm12.size() + " candidates passed local smoothness filter.");
            } else {
                Utils.log("`" + patchName1 + "' > `" + patchName2 + "': found " + pm12.size() + " correspondences.");
            }
        } else {
            Utils.log("Skipping fixed patch `" + patchName1 + "'.");
        }
        if (!fixedTiles.contains(t2)) {
            BlockMatching.matchByMaximalPMCC(fp2, fp1, fpMask2, fpMask1, param.bmScale, pair.c.createInverse(), blockRadius, blockRadius, searchRadius, searchRadius, param.bmMinR, param.bmRodR, param.bmMaxCurvatureR, v2, pm21, new ErrorStatistic(1));
            if (param.bmUseLocalSmoothnessFilter) {
                Utils.log("`" + patchName1 + "' < `" + patchName2 + "': found " + pm21.size() + " correspondence candidates.");
                localSmoothnessFilterModel.localSmoothnessFilter(pm21, pm21, param.bmLocalRegionSigma, param.bmMaxLocalEpsilon, param.bmMaxLocalTrust);
                Utils.log("`" + patchName1 + "' < `" + patchName2 + "': " + pm21.size() + " candidates passed local smoothness filter.");
            } else {
                Utils.log("`" + patchName1 + "' < `" + patchName2 + "': found " + pm21.size() + " correspondences.");
            }
        } else {
            Utils.log("Skipping fixed patch `" + patchName2 + "'.");
        }
        for (final PointMatch pm : pm12) {
            final Vertex p1 = (Vertex) pm.getP1();
            final Vertex p2 = new Vertex(pm.getP2());
            p1.addSpring(p2, new Spring(0, 1.0f));
            m2.addPassiveVertex(p2);
        }
        for (final PointMatch pm : pm21) {
            final Vertex p1 = (Vertex) pm.getP1();
            final Vertex p2 = new Vertex(pm.getP2());
            p1.addSpring(p2, new Spring(0, 1.0f));
            m1.addPassiveVertex(p2);
        }
    }
    /* initialize */
    for (final Map.Entry<AbstractAffineTile2D<?>, SpringMesh> entry : tileMeshMap.entrySet()) entry.getValue().init(entry.getKey().getModel());
    /* optimize the meshes */
    try {
        final long t0 = System.currentTimeMillis();
        IJ.log("Optimizing spring meshes...");
        if (param.useLegacyOptimizer) {
            Utils.log("  ...using legacy optimizer...");
            SpringMesh.optimizeMeshes2(meshes, param.po.maxEpsilon, param.maxIterationsSpringMesh, param.maxPlateauwidthSpringMesh, param.visualize);
        } else {
            SpringMesh.optimizeMeshes(meshes, param.po.maxEpsilon, param.maxIterationsSpringMesh, param.maxPlateauwidthSpringMesh, param.visualize);
        }
        IJ.log("Done optimizing spring meshes. Took " + (System.currentTimeMillis() - t0) + " ms");
    } catch (final NotEnoughDataPointsException e) {
        Utils.log("There were not enough data points to get the spring mesh optimizing.");
        e.printStackTrace();
        return;
    }
    /* apply */
    for (final Map.Entry<AbstractAffineTile2D<?>, SpringMesh> entry : tileMeshMap.entrySet()) {
        final AbstractAffineTile2D<?> tile = entry.getKey();
        if (!fixedTiles.contains(tile)) {
            final Patch patch = tile.getPatch();
            final SpringMesh mesh = entry.getValue();
            final Set<PointMatch> matches = mesh.getVA().keySet();
            Rectangle box = patch.getCoordinateTransformBoundingBox();
            /* compensate for existing coordinate transform bounding box */
            for (final PointMatch pm : matches) {
                final Point p1 = pm.getP1();
                final double[] l = p1.getL();
                l[0] += box.x;
                l[1] += box.y;
            }
            final ThinPlateSplineTransform mlt = ElasticLayerAlignment.makeTPS(matches);
            patch.appendCoordinateTransform(mlt);
            box = patch.getCoordinateTransformBoundingBox();
            patch.getAffineTransform().setToTranslation(box.x, box.y);
            patch.updateInDatabase("transform");
            patch.updateBucket();
            patch.updateMipMaps();
        }
    }
    Utils.log("Done.");
}

Example 4 with AffineModel2D

use of mpicbg.models.AffineModel2D in project TrakEM2 by trakem2.

the class Align method fetchPointMatches.

/**
 * Fetch a {@link Collection} of corresponding
 * {@link Feature SIFT-features}.  Both {@link Feature SIFT-features} and
 * {@linkplain PointMatch corresponding points} are cached to disk.
 *
 * @param p
 * @param t1
 * @param t2
 * @return
 *   <dl>
 *     <dt>null</dt><dd>if matching failed for some reasons</dd>
 *     <dt>empty {@link Collection}</dt><dd>if there was no consistent set
 *       of {@link PointMatch matches}</dd>
 *     <dt>{@link Collection} of {@link PointMatch PointMatches}</dt>
 *       <dd>if there was a consistent set of {@link PointMatch
 *         PointMatches}</dd>
 *   </dl>
 */
protected static final Collection<PointMatch> fetchPointMatches(final Param p, final AbstractAffineTile2D<?> t1, final AbstractAffineTile2D<?> t2) {
    final Collection<PointMatch> pointMatches = deserializePointMatches(p, t1, t2);
    if (pointMatches == null) {
        final List<PointMatch> candidates = new ArrayList<PointMatch>();
        final List<PointMatch> inliers = new ArrayList<PointMatch>();
        final long s = System.currentTimeMillis();
        FeatureTransform.matchFeatures(fetchFeatures(p, t1), fetchFeatures(p, t2), candidates, p.rod);
        final AbstractAffineModel2D<?> model;
        switch(p.expectedModelIndex) {
            case 0:
                model = new TranslationModel2D();
                break;
            case 1:
                model = new RigidModel2D();
                break;
            case 2:
                model = new SimilarityModel2D();
                break;
            case 3:
                model = new AffineModel2D();
                break;
            default:
                return null;
        }
        final boolean modelFound = findModel(model, candidates, inliers, p.maxEpsilon, p.minInlierRatio, p.minNumInliers, p.rejectIdentity, p.identityTolerance);
        if (modelFound)
            Utils.log("Model found for tiles \"" + t1.getPatch() + "\" and \"" + t2.getPatch() + "\":\n  correspondences  " + inliers.size() + " of " + candidates.size() + "\n  average residual error  " + model.getCost() + " px\n  took " + (System.currentTimeMillis() - s) + " ms");
        else
            Utils.log("No model found for tiles \"" + t1.getPatch() + "\" and \"" + t2.getPatch() + "\":\n  correspondence candidates  " + candidates.size() + "\n  took " + (System.currentTimeMillis() - s) + " ms");
        if (!serializePointMatches(p, t1, t2, pointMatches))
            Utils.log("Saving point matches failed for tile \"" + t1.getPatch() + "\" and tile \"" + t2.getPatch() + "\"");
    }
    return pointMatches;
}

Example 5 with AffineModel2D

use of mpicbg.models.AffineModel2D in project TrakEM2 by trakem2.

the class AlignLayersTask method alignLayersNonLinearlyJob.

public static final void alignLayersNonLinearlyJob(final LayerSet layerSet, final int first, final int last, final boolean propagateTransform, final Rectangle fov, final Filter<Patch> filter) {
    // will reverse order if necessary
    final List<Layer> layerRange = layerSet.getLayers(first, last);
    final Align.Param p = Align.param.clone();
    // Remove all empty layers
    for (final Iterator<Layer> it = layerRange.iterator(); it.hasNext(); ) {
        if (!it.next().contains(Patch.class, true)) {
            it.remove();
        }
    }
    if (0 == layerRange.size()) {
        Utils.log("No layers in range show any images!");
        return;
    }
    /* do not work if there is only one layer selected */
    if (layerRange.size() < 2)
        return;
    final List<Patch> all = new ArrayList<Patch>();
    for (final Layer la : layerRange) {
        for (final Patch patch : la.getAll(Patch.class)) {
            if (null != filter && !filter.accept(patch))
                continue;
            all.add(patch);
        }
    }
    AlignTask.transformPatchesAndVectorData(all, new Runnable() {

        @Override
        public void run() {
            // ///
            final Loader loader = layerSet.getProject().getLoader();
            // Not concurrent safe! So two copies, one per layer and Thread:
            final SIFT ijSIFT1 = new SIFT(new FloatArray2DSIFT(p.sift));
            final SIFT ijSIFT2 = new SIFT(new FloatArray2DSIFT(p.sift));
            final Collection<Feature> features1 = new ArrayList<Feature>();
            final Collection<Feature> features2 = new ArrayList<Feature>();
            final List<PointMatch> candidates = new ArrayList<PointMatch>();
            final List<PointMatch> inliers = new ArrayList<PointMatch>();
            final int n_proc = Runtime.getRuntime().availableProcessors() > 1 ? 2 : 1;
            final ExecutorService exec = Utils.newFixedThreadPool(n_proc, "alignLayersNonLinearly");
            List<Patch> previousPatches = null;
            int s = 0;
            for (int i = 1; i < layerRange.size(); ++i) {
                if (Thread.currentThread().isInterrupted())
                    break;
                final Layer layer1 = layerRange.get(i - 1);
                final Layer layer2 = layerRange.get(i);
                final long t0 = System.currentTimeMillis();
                features1.clear();
                features2.clear();
                final Rectangle box1 = null == fov ? layer1.getMinimalBoundingBox(Patch.class, true) : fov;
                final Rectangle box2 = null == fov ? layer2.getMinimalBoundingBox(Patch.class, true) : fov;
                /* calculate the common scale factor for both flat images */
                final double scale = Math.min(1.0f, (double) p.sift.maxOctaveSize / (double) Math.max(box1.width, Math.max(box1.height, Math.max(box2.width, box2.height))));
                final List<Patch> patches1;
                if (null == previousPatches) {
                    patches1 = layer1.getAll(Patch.class);
                    if (null != filter) {
                        for (final Iterator<Patch> it = patches1.iterator(); it.hasNext(); ) {
                            if (!filter.accept(it.next()))
                                it.remove();
                        }
                    }
                } else {
                    patches1 = previousPatches;
                }
                final List<Patch> patches2 = layer2.getAll(Patch.class);
                if (null != filter) {
                    for (final Iterator<Patch> it = patches2.iterator(); it.hasNext(); ) {
                        if (!filter.accept(it.next()))
                            it.remove();
                    }
                }
                final Future<ImageProcessor> fu1 = exec.submit(new Callable<ImageProcessor>() {

                    @Override
                    public ImageProcessor call() {
                        final ImageProcessor ip1 = loader.getFlatImage(layer1, box1, scale, 0xffffffff, ImagePlus.GRAY8, Patch.class, patches1, true).getProcessor();
                        ijSIFT1.extractFeatures(ip1, features1);
                        Utils.log(features1.size() + " features extracted in layer \"" + layer1.getTitle() + "\" (took " + (System.currentTimeMillis() - t0) + " ms).");
                        return ip1;
                    }
                });
                final Future<ImageProcessor> fu2 = exec.submit(new Callable<ImageProcessor>() {

                    @Override
                    public ImageProcessor call() {
                        final ImageProcessor ip2 = loader.getFlatImage(layer2, box2, scale, 0xffffffff, ImagePlus.GRAY8, Patch.class, patches2, true).getProcessor();
                        ijSIFT2.extractFeatures(ip2, features2);
                        Utils.log(features2.size() + " features extracted in layer \"" + layer2.getTitle() + "\" (took " + (System.currentTimeMillis() - t0) + " ms).");
                        return ip2;
                    }
                });
                final ImageProcessor ip1, ip2;
                try {
                    ip1 = fu1.get();
                    ip2 = fu2.get();
                } catch (final Exception e) {
                    IJError.print(e);
                    return;
                }
                if (features1.size() > 0 && features2.size() > 0) {
                    final long t1 = System.currentTimeMillis();
                    candidates.clear();
                    FeatureTransform.matchFeatures(features2, features1, candidates, p.rod);
                    final AbstractAffineModel2D<?> model;
                    switch(p.expectedModelIndex) {
                        case 0:
                            model = new TranslationModel2D();
                            break;
                        case 1:
                            model = new RigidModel2D();
                            break;
                        case 2:
                            model = new SimilarityModel2D();
                            break;
                        case 3:
                            model = new AffineModel2D();
                            break;
                        default:
                            return;
                    }
                    boolean modelFound;
                    boolean again = false;
                    try {
                        do {
                            again = false;
                            modelFound = model.filterRansac(candidates, inliers, 1000, p.maxEpsilon, p.minInlierRatio, p.minNumInliers, 3);
                            if (modelFound && p.rejectIdentity) {
                                final ArrayList<Point> points = new ArrayList<Point>();
                                PointMatch.sourcePoints(inliers, points);
                                if (Transforms.isIdentity(model, points, p.identityTolerance)) {
                                    IJ.log("Identity transform for " + inliers.size() + " matches rejected.");
                                    candidates.removeAll(inliers);
                                    inliers.clear();
                                    again = true;
                                }
                            }
                        } while (again);
                    } catch (final NotEnoughDataPointsException e) {
                        modelFound = false;
                    }
                    if (modelFound) {
                        IJ.log("Model found for layer \"" + layer2.getTitle() + "\" and its predecessor:\n  correspondences  " + inliers.size() + " of " + candidates.size() + "\n  average residual error  " + (model.getCost() / scale) + " px\n  took " + (System.currentTimeMillis() - t1) + " ms");
                        final ImagePlus imp1 = new ImagePlus("target", ip1);
                        final ImagePlus imp2 = new ImagePlus("source", ip2);
                        final List<Point> sourcePoints = new ArrayList<Point>();
                        final List<Point> targetPoints = new ArrayList<Point>();
                        PointMatch.sourcePoints(inliers, sourcePoints);
                        PointMatch.targetPoints(inliers, targetPoints);
                        imp2.setRoi(Util.pointsToPointRoi(sourcePoints));
                        imp1.setRoi(Util.pointsToPointRoi(targetPoints));
                        final ImageProcessor mask1 = ip1.duplicate();
                        mask1.threshold(1);
                        final ImageProcessor mask2 = ip2.duplicate();
                        mask2.threshold(1);
                        final Transformation warp = bUnwarpJ_.computeTransformationBatch(imp2, imp1, mask2, mask1, elasticParam);
                        final CubicBSplineTransform transf = new CubicBSplineTransform();
                        transf.set(warp.getIntervals(), warp.getDirectDeformationCoefficientsX(), warp.getDirectDeformationCoefficientsY(), imp2.getWidth(), imp2.getHeight());
                        final ArrayList<Future<?>> fus = new ArrayList<Future<?>>();
                        // Transform desired patches only
                        for (final Patch patch : patches2) {
                            try {
                                final Rectangle pbox = patch.getCoordinateTransformBoundingBox();
                                final AffineTransform at = patch.getAffineTransform();
                                final AffineTransform pat = new AffineTransform();
                                pat.scale(scale, scale);
                                pat.translate(-box2.x, -box2.y);
                                pat.concatenate(at);
                                pat.translate(-pbox.x, -pbox.y);
                                final mpicbg.trakem2.transform.AffineModel2D toWorld = new mpicbg.trakem2.transform.AffineModel2D();
                                toWorld.set(pat);
                                final CoordinateTransformList<CoordinateTransform> ctl = new CoordinateTransformList<CoordinateTransform>();
                                // move the patch into the global space where bUnwarpJ calculated the transformation
                                ctl.add(toWorld);
                                // Apply non-linear transformation
                                ctl.add(transf);
                                // move it back
                                ctl.add(toWorld.createInverse());
                                patch.appendCoordinateTransform(ctl);
                                fus.add(patch.updateMipMaps());
                                // Compensate for offset between boxes
                                final AffineTransform offset = new AffineTransform();
                                offset.translate(box1.x - box2.x, box1.y - box2.y);
                                offset.concatenate(at);
                                patch.setAffineTransform(offset);
                            } catch (final Exception e) {
                                e.printStackTrace();
                            }
                        }
                        // await regeneration of all mipmaps
                        Utils.wait(fus);
                        Display.repaint(layer2);
                    } else
                        IJ.log("No model found for layer \"" + layer2.getTitle() + "\" and its predecessor:\n  correspondence candidates  " + candidates.size() + "\n  took " + (System.currentTimeMillis() - s) + " ms");
                }
                IJ.showProgress(++s, layerRange.size());
                // for next iteration
                previousPatches = patches2;
            }
            exec.shutdown();
            if (propagateTransform)
                Utils.log("Propagation not implemented yet for non-linear layer alignment.");
        /* // CANNOT be done (at least not trivially:
		 * //an appropriate "scale" cannot be computed, and the box2 is part of the spline computation.
		if ( propagateTransform && null != lastTransform )
		{
			for (final Layer la : l.getParent().getLayers(last > first ? last +1 : first -1, last > first ? l.getParent().size() -1 : 0)) {
				// Transform visible patches only
				final Rectangle box2 = la.getMinimalBoundingBox( Patch.class, true );
				for ( final Displayable disp : la.getDisplayables( Patch.class, true ) )
				{
					// ...
				}
			}
		}
		*/
        }
    });
// end of transformPatchesAndVectorData
}