001/** 002 * Copyright (c) 2011, The University of Southampton and the individual contributors. 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without modification, 006 * are permitted provided that the following conditions are met: 007 * 008 * * Redistributions of source code must retain the above copyright notice, 009 * this list of conditions and the following disclaimer. 010 * 011 * * Redistributions in binary form must reproduce the above copyright notice, 012 * this list of conditions and the following disclaimer in the documentation 013 * and/or other materials provided with the distribution. 014 * 015 * * Neither the name of the University of Southampton nor the names of its 016 * contributors may be used to endorse or promote products derived from this 017 * software without specific prior written permission. 018 * 019 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND 020 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED 021 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 022 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR 023 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES 024 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; 025 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON 026 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT 027 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 028 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 029 */ 030package org.openimaj.image.processing.threshold; 031 032import org.openimaj.image.FImage; 033import org.openimaj.image.processing.algorithm.FilterSupport; 034import org.openimaj.image.processing.algorithm.LocalContrastFilter; 035import org.openimaj.image.processing.convolution.AverageBoxFilter; 036 037/** 038 * Bernsen's adaptive local thresholding. 039 * 040 * @see <a 041 * href="http://fiji.sc/wiki/index.php/Auto_Local_Threshold">http://fiji.sc/wiki/index.php/Auto_Local_Threshold</a> 042 * 043 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 044 * 045 */ 046public class AdaptiveLocalThresholdBernsen extends AbstractLocalThreshold { 047 private float threshold; 048 049 /** 050 * Construct the thresholding operator with the given patch size (assumed 051 * square) 052 * 053 * @param threshold 054 * the contrast threshold 055 * @param size 056 * size of the local image patch 057 */ 058 public AdaptiveLocalThresholdBernsen(float threshold, int size) { 059 super(size); 060 this.threshold = threshold; 061 } 062 063 /** 064 * Construct the thresholding operator with the given patch size 065 * 066 * @param threshold 067 * the contrast threshold 068 * @param size_x 069 * width of patch 070 * @param size_y 071 * height of patch 072 */ 073 public AdaptiveLocalThresholdBernsen(float threshold, int size_x, int size_y) { 074 super(size_x, size_y); 075 this.threshold = threshold; 076 } 077 078 @Override 079 public void processImage(FImage image) { 080 final FImage contrast = image.process(new LocalContrastFilter(FilterSupport.createBlockSupport(sizeX, sizeY))); 081 final FImage avg = image.process(new AverageBoxFilter(sizeX, sizeY)); 082 083 final float[][] cpix = contrast.pixels; 084 final float[][] mpix = avg.pixels; 085 final float[][] ipix = image.pixels; 086 087 for (int y = 0; y < image.height; y++) { 088 for (int x = 0; x < image.width; x++) { 089 if (cpix[y][x] < threshold) 090 ipix[y][x] = (mpix[y][x] >= 128) ? 1 : 0; 091 else 092 ipix[y][x] = (ipix[y][x] >= mpix[y][x]) ? 1 : 0; 093 } 094 } 095 } 096}