/* * ------------------------------------------------------------------------ * * Copyright (C) 2003 - 2013 * University of Konstanz, Germany and * KNIME GmbH, Konstanz, Germany * Website: http://www.knime.org; Email: contact@knime.org * * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License, Version 3, as * published by the Free Software Foundation. * * This program is distributed in the hope that it will be useful, but * WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, see <http://www.gnu.org/licenses>. * * Additional permission under GNU GPL version 3 section 7: * * KNIME interoperates with ECLIPSE solely via ECLIPSE's plug-in APIs. * Hence, KNIME and ECLIPSE are both independent programs and are not * derived from each other. Should, however, the interpretation of the * GNU GPL Version 3 ("License") under any applicable laws result in * KNIME and ECLIPSE being a combined program, KNIME GMBH herewith grants * you the additional permission to use and propagate KNIME together with * ECLIPSE with only the license terms in place for ECLIPSE applying to * ECLIPSE and the GNU GPL Version 3 applying for KNIME, provided the * license terms of ECLIPSE themselves allow for the respective use and * propagation of ECLIPSE together with KNIME. * * Additional permission relating to nodes for KNIME that extend the Node * Extension (and in particular that are based on subclasses of NodeModel, * NodeDialog, and NodeView) and that only interoperate with KNIME through * standard APIs ("Nodes"): * Nodes are deemed to be separate and independent programs and to not be * covered works. Notwithstanding anything to the contrary in the * License, the License does not apply to Nodes, you are not required to * license Nodes under the License, and you are granted a license to * prepare and propagate Nodes, in each case even if such Nodes are * propagated with or for interoperation with KNIME. The owner of a Node * may freely choose the license terms applicable to such Node, including * when such Node is propagated with or for interoperation with KNIME. * --------------------------------------------------------------------- * * Created on 07.11.2013 by Daniel */ package org.knime.knip.base.nodes.proc.clahe; import net.imglib2.histogram.Histogram1d; import net.imglib2.histogram.Real1dBinMapper; import net.imglib2.type.numeric.RealType; /** * A Histogram used by the CLAHE algorithm, implements different functionalities needed such as clipping or calculating * a new value using a cumulative distributed function. * * @author Daniel Seebacher * * @param <T> extends RealType<T> */ public class ClaheHistogram<T extends RealType<T>> { private Histogram1d<T> histogram; private double max; private double min; private Real1dBinMapper<T> mapper; private long[] clippedHistogram; /** * Constructor * * @param bins the number of bins used by this histogram * @param type type of the pixels of the histogram */ public ClaheHistogram(final int bins, final T type) { this.mapper = new Real1dBinMapper<T>(type.getMinValue(), type.getMaxValue(), bins, false); this.histogram = new Histogram1d<T>(mapper); this.min = type.getMinValue(); this.max = type.getMaxValue(); } /** * Adds a point to this histogram * * @param value pixel value of a point */ public void add(final T value) { histogram.increment(value); } /** * Clips this histogram * * @param slope the desired slope for clipping */ public void clip(final double slope) { final int limit = (int)(slope * (histogram.totalCount() / histogram.getBinCount()) + 0.5f); clippedHistogram = histogram.toLongArray(); final int numbins = clippedHistogram.length; int clippedEntries = 0, clippedEntriesBefore; do { // clip bins which have more than "limit" entries clippedEntriesBefore = clippedEntries; clippedEntries = 0; for ( int i = 0; i < numbins; ++i ) { final long d = clippedHistogram[ i ] - limit; if ( d > 0 ) { clippedEntries += d; clippedHistogram[ i ] = limit; } } // distribute the clipped entries final int d = clippedEntries / ( numbins ); final int m = clippedEntries % ( numbins ); for ( int i = 0; i < numbins; ++i) { clippedHistogram[ i ] += d; } if ( m != 0 ) { final int s = ( numbins - 1 ) / m; for ( int i = s / 2; i < numbins; i += s ) { ++clippedHistogram[ i ]; } } } while ( clippedEntries != clippedEntriesBefore ); } /** * Build the cumulative distribution function to calculate the new value. * * @param oldValue the old value at a position in the input image. * @return the newValue which gets written in the ouput image. */ public double buildCDF(final double oldValue) { int hMin = clippedHistogram.length - 1; int normalizedOldValue = (int)((oldValue - min) / (max - min) * clippedHistogram.length); for ( int i = 0; i < hMin; ++i ) { if ( clippedHistogram[ i ] != 0 ) { hMin = i; } } int cdf = 0; for ( int i = hMin; i < normalizedOldValue; ++i ) { cdf += clippedHistogram[ i ]; } int cdfMax = cdf; for ( int i = normalizedOldValue; i < clippedHistogram.length; ++i ) { cdfMax += clippedHistogram[ i ]; } final long cdfMin = clippedHistogram[ hMin ]; double val = ( cdf - cdfMin ) / ( double )( cdfMax - cdfMin ); return Math.max(min, Math.min(max, val * (max - min) + min)); } /** * {@inheritDoc} */ @Override public String toString() { return histogram.getBinCount()+ " "+histogram.totalCount()+" "+max + " "+min; } }