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 */ 030/** 031 * 032 */ 033package org.openimaj.audio.features; 034 035import org.openimaj.audio.AudioStream; 036import org.openimaj.audio.samples.SampleBuffer; 037 038/** 039 * A wrapper around the MFCC implementation of jAudio (which itself 040 * is a wrapper around the OrangeCow Volume implementation of FFT). 041 * 042 * @author David Dupplaw (dpd@ecs.soton.ac.uk) 043 * @created 5 Mar 2013 044 * @version $Author$, $Revision$, $Date$ 045 */ 046public class MFCC extends JAudioFeatureExtractor 047{ 048 /** Processor for magnitude spectrum */ 049 private MagnitudeSpectrum magSpec = null; 050 051 /** 052 * Default constructor 053 */ 054 public MFCC() 055 { 056 this.featureExtractor = new jAudioFeatureExtractor.AudioFeatures.MFCC(); 057 this.magSpec = new MagnitudeSpectrum(); 058 } 059 060 /** 061 * Constructor for chaining to a stream 062 * @param as The audio stream 063 */ 064 public MFCC( final AudioStream as ) 065 { 066 super( as ); 067 this.featureExtractor = new jAudioFeatureExtractor.AudioFeatures.MFCC(); 068 this.magSpec = new MagnitudeSpectrum(); 069 } 070 071 /** 072 * Calculate the MFCCs for the given sample buffer. 073 * @param sb The sample buffer 074 * @return The MFCCs 075 */ 076 public double[][] calculateMFCC( final SampleBuffer sb ) 077 { 078 this.process( sb ); 079 return this.getLastCalculatedFeature(); 080 } 081 082 /** 083 * {@inheritDoc} 084 * @see org.openimaj.audio.features.JAudioFeatureExtractor#getExtraInputs(double[], double) 085 */ 086 @Override 087 public double[][] getExtraInputs( final double[] samples, final double sampleRate ) 088 { 089 return new double[][] { this.magSpec.process( samples, sampleRate ) }; 090 } 091 092 /** 093 * Returns the MFCCs with the first coefficient set to zero. 094 * @return The MFCCs with the first set to zero. 095 */ 096 public double[][] getLastCalculatedFeatureWithoutFirst() 097 { 098 final double[][] d = this.getLastCalculatedFeature(); 099 for( final double[] dd : d ) 100 dd[0] = 0; 101 return d; 102 } 103}