/* * Copyright (c) 2011-2016, Peter Abeles. All Rights Reserved. * * This file is part of BoofCV (http://boofcv.org). * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package boofcv.alg.segmentation.ms; import boofcv.alg.interpolate.InterpolatePixelS; import boofcv.alg.misc.ImageMiscOps; import boofcv.core.image.border.BorderType; import boofcv.factory.interpolate.FactoryInterpolation; import boofcv.struct.image.GrayF32; import boofcv.struct.image.GrayS32; import georegression.struct.point.Point2D_I32; import org.ddogleg.struct.FastQueue; import org.ddogleg.struct.GrowQueue_I32; import org.junit.Test; import java.util.Random; import static org.junit.Assert.assertEquals; import static org.junit.Assert.assertTrue; /** * @author Peter Abeles */ public class TestSegmentMeanShiftSearchGray { Random rand = new Random(234); InterpolatePixelS<GrayF32> interp = FactoryInterpolation.bilinearPixelS(GrayF32.class, BorderType.EXTENDED); /** * Process a random image and do a basic sanity check on the output */ @Test public void simpleTest() { GrayF32 image = new GrayF32(20,25); ImageMiscOps.fillUniform(image, rand, 0, 256); SegmentMeanShiftSearchGray<GrayF32> alg = new SegmentMeanShiftSearchGray<>(30,0.05f,interp,2,2,100, false); alg.process(image); FastQueue<Point2D_I32> locations = alg.getModeLocation(); GrowQueue_I32 counts = alg.getRegionMemberCount(); GrayS32 peaks = alg.getPixelToRegion(); FastQueue<float[]> values = alg.getModeColor(); // there should be a fair number of local peaks due to the image being random assertTrue( locations.size > 20 ); // all the lists should be the same size assertEquals(locations.size,counts.size); assertEquals(locations.size,values.size); // total members should equal the number of pixels int totalMembers = 0; for( int i = 0; i < counts.size; i++ ) { totalMembers += counts.get(i); } assertEquals(20*25,totalMembers); // see if the peak to index image is set up correctly and that all the peaks make sense for( int y = 0; y < peaks.height; y++ ) { for( int x = 0; x < peaks.width; x++ ) { int peak = peaks.get(x,y); // can't test the value because its floating point location which is interpolated using the kernel // and the location is lost // assertEquals(x+" "+y,computeValue(peakX,peakY,image),value,50); assertTrue( counts.get(peak) > 0 ); } } } @Test public void findPeak_inside() { GrayF32 image = new GrayF32(20,25); ImageMiscOps.fillRectangle(image, 20, 4, 2, 5, 5); // works better with this example when its uniform SegmentMeanShiftSearchGray<GrayF32> alg = new SegmentMeanShiftSearchGray<>(30,0.05f,interp,2,2,3, false); interp.setImage(image); alg.image = image; alg.findPeak(4,2,20); assertEquals( 6 , alg.modeX, 0.5f ); assertEquals( 4 , alg.modeY, 0.5f ); } @Test public void findPeak_border() { findPeak_border(2, 2, 0, 0); findPeak_border(17, 22, 19, 24); } private void findPeak_border(int cx, int cy, int startX, int startY) { GrayF32 image = new GrayF32(20,25); ImageMiscOps.fillRectangle(image, 20, cx - 2, cy - 2, 5, 5); SegmentMeanShiftSearchGray<GrayF32> alg = new SegmentMeanShiftSearchGray<>(30,0.05f,interp,2,2,100, false); interp.setImage(image); alg.image = image; alg.findPeak(startX,startY,20); assertEquals( cx , alg.modeX, 0.5f ); assertEquals( cy , alg.modeY, 0.5f ); } }