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Example 1 with WatershedPixel

use of org.hortonmachine.lesto.modules.vegetation.watershed.WatershedPixel in project hortonmachine by TheHortonMachine.

the class WatershedAlgorithm method process.

@Execute
public void process() throws Exception {
    checkNull(inRaster, outRaster);
    GridCoverage2D inRasterGC = getRaster(inRaster);
    RegionMap regionMap = CoverageUtilities.getRegionParamsFromGridCoverage(inRasterGC);
    int nCols = regionMap.getCols();
    int nRows = regionMap.getRows();
    byte[] input = CoverageUtilities.renderedImage2ByteArray(inRasterGC.getRenderedImage(), true);
    /**
     * First step : the pixels are sorted according to increasing grey values *
     */
    WatershedStructure watershedStructure = new WatershedStructure(input, nCols, nRows, pm);
    /**
     * Start flooding *
     */
    WatershedFIFO queue = new WatershedFIFO();
    int curlab = 0;
    int heightIndex1 = 0;
    int heightIndex2 = 0;
    for (int h = 0; h < 256; h++) /*Geodesic SKIZ of level h-1 inside level h */
    {
        for (int pixelIndex = heightIndex1; pixelIndex < watershedStructure.size(); pixelIndex++) /*mask all pixels at level h*/
        {
            WatershedPixel p = watershedStructure.get(pixelIndex);
            if (p.getIntHeight() != h) {
                /**
                 * This pixel is at level h+1 *
                 */
                heightIndex1 = pixelIndex;
                break;
            }
            p.setLabelToMASK();
            List<WatershedPixel> neighbours = p.getNeighbours();
            for (int i = 0; i < neighbours.size(); i++) {
                WatershedPixel q = (WatershedPixel) neighbours.get(i);
                if (q.getLabel() >= 0) {
                    /*Initialise queue with neighbours at level h of current basins or watersheds*/
                    p.setDistance(1);
                    queue.fifo_add(p);
                    break;
                }
            // end if
            }
        // end for
        }
        // end for
        int curdist = 1;
        queue.fifo_add_FICTITIOUS();
        while (true) /**
         * extend basins *
         */
        {
            WatershedPixel p = queue.fifo_remove();
            if (p.isFICTITIOUS())
                if (queue.fifo_empty())
                    break;
                else {
                    queue.fifo_add_FICTITIOUS();
                    curdist++;
                    p = queue.fifo_remove();
                }
            List<WatershedPixel> neighbours = p.getNeighbours();
            for (int i = 0; i < neighbours.size(); i++) /* Labelling p by inspecting neighbours */
            {
                WatershedPixel q = (WatershedPixel) neighbours.get(i);
                /* Original algorithm : 
                       if( (q.getDistance() < curdist) &&
                       (q.getLabel()>0 || q.isLabelWSHED()) ) {*/
                if ((q.getDistance() <= curdist) && (q.getLabel() >= 0)) {
                    if (q.getLabel() > 0) {
                        if (p.isLabelMASK())
                            // Removed from original algorithm || p.isLabelWSHED() )
                            p.setLabel(q.getLabel());
                        else if (p.getLabel() != q.getLabel())
                            p.setLabelToWSHED();
                    } else // end if lab>0
                    if (p.isLabelMASK())
                        p.setLabelToWSHED();
                } else if (q.isLabelMASK() && (q.getDistance() == 0)) {
                    q.setDistance(curdist + 1);
                    queue.fifo_add(q);
                }
            }
        // end for, end processing neighbours
        }
        /* Detect and process new minima at level h */
        for (int pixelIndex = heightIndex2; pixelIndex < watershedStructure.size(); pixelIndex++) {
            WatershedPixel p = watershedStructure.get(pixelIndex);
            if (p.getIntHeight() != h) {
                /**
                 * This pixel is at level h+1 *
                 */
                heightIndex2 = pixelIndex;
                break;
            }
            p.setDistance(0);
            if (p.isLabelMASK()) {
                /* the pixel is inside a new minimum */
                curlab++;
                p.setLabel(curlab);
                queue.fifo_add(p);
                while (!queue.fifo_empty()) {
                    WatershedPixel q = queue.fifo_remove();
                    List<WatershedPixel> neighbours = q.getNeighbours();
                    for (int i = 0; i < neighbours.size(); i++) /* inspect neighbours of p2*/
                    {
                        WatershedPixel r = (WatershedPixel) neighbours.get(i);
                        if (r.isLabelMASK()) {
                            r.setLabel(curlab);
                            queue.fifo_add(r);
                        }
                    }
                }
            // end while
            }
        // end if
        }
    // end for
    }
    /**
     * End of flooding *
     */
    WritableRaster outWR = CoverageUtilities.createWritableRaster(nCols, nRows, null, null, doubleNovalue);
    WritableRandomIter outIter = RandomIterFactory.createWritable(outWR, null);
    pm.beginTask("Setting watersheds...", watershedStructure.size());
    for (int pixelIndex = 0; pixelIndex < watershedStructure.size(); pixelIndex++) {
        WatershedPixel p = watershedStructure.get(pixelIndex);
        int c = p.getX();
        int r = p.getY();
        if (p.isLabelWSHED() && !p.allNeighboursAreWSHED()) {
            if (doBorders)
                outIter.setSample(c, r, 0, 1.0);
        } else {
            if (!doBorders)
                outIter.setSample(c, r, 0, 1.0);
        }
        pm.worked(1);
    }
    pm.done();
    outIter.done();
    GridCoverage2D outRasterGC = CoverageUtilities.buildCoverage("normalized", outWR, regionMap, inRasterGC.getCoordinateReferenceSystem());
    dumpRaster(outRasterGC, outRaster);
}
Also used : GridCoverage2D(org.geotools.coverage.grid.GridCoverage2D) WatershedFIFO(org.hortonmachine.lesto.modules.vegetation.watershed.WatershedFIFO) WritableRandomIter(javax.media.jai.iterator.WritableRandomIter) WatershedPixel(org.hortonmachine.lesto.modules.vegetation.watershed.WatershedPixel) WritableRaster(java.awt.image.WritableRaster) WatershedStructure(org.hortonmachine.lesto.modules.vegetation.watershed.WatershedStructure) RegionMap(org.hortonmachine.gears.utils.RegionMap) Execute(oms3.annotations.Execute)

Aggregations

WritableRaster (java.awt.image.WritableRaster)1 WritableRandomIter (javax.media.jai.iterator.WritableRandomIter)1 Execute (oms3.annotations.Execute)1 GridCoverage2D (org.geotools.coverage.grid.GridCoverage2D)1 RegionMap (org.hortonmachine.gears.utils.RegionMap)1 WatershedFIFO (org.hortonmachine.lesto.modules.vegetation.watershed.WatershedFIFO)1 WatershedPixel (org.hortonmachine.lesto.modules.vegetation.watershed.WatershedPixel)1 WatershedStructure (org.hortonmachine.lesto.modules.vegetation.watershed.WatershedStructure)1