00001 /* 00002 This file is part of ALIZE which is an open-source tool for 00003 speaker recognition. 00004 00005 ALIZE is free software: you can redistribute it and/or modify 00006 it under the terms of the GNU Lesser General Public License as 00007 published by the Free Software Foundation, either version 3 of 00008 the License, or any later version. 00009 00010 ALIZE is distributed in the hope that it will be useful, 00011 but WITHOUT ANY WARRANTY; without even the implied warranty of 00012 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the 00013 GNU Lesser General Public License for more details. 00014 00015 You should have received a copy of the GNU Lesser General Public 00016 License along with ALIZE. 00017 If not, see <http://www.gnu.org/licenses/>. 00018 00019 ALIZE is a development project initiated by the ELISA consortium 00020 [alize.univ-avignon.fr/] and funded by the French Research 00021 Ministry in the framework of the TECHNOLANGUE program 00022 [www.technolangue.net] 00023 00024 The ALIZE project team wants to highlight the limits of voice 00025 authentication in a forensic context. 00026 The "Person Authentification by Voice: A Need of Caution" paper 00027 proposes a good overview of this point (cf. "Person 00028 Authentification by Voice: A Need of Caution", Bonastre J.F., 00029 Bimbot F., Boe L.J., Campbell J.P., Douglas D.A., Magrin- 00030 chagnolleau I., Eurospeech 2003, Genova]. 00031 The conclusion of the paper of the paper is proposed bellow: 00032 [Currently, it is not possible to completely determine whether the 00033 similarity between two recordings is due to the speaker or to other 00034 factors, especially when: (a) the speaker does not cooperate, (b) there 00035 is no control over recording equipment, (c) recording conditions are not 00036 known, (d) one does not know whether the voice was disguised and, to a 00037 lesser extent, (e) the linguistic content of the message is not 00038 controlled. Caution and judgment must be exercised when applying speaker 00039 recognition techniques, whether human or automatic, to account for these 00040 uncontrolled factors. Under more constrained or calibrated situations, 00041 or as an aid for investigative purposes, judicious application of these 00042 techniques may be suitable, provided they are not considered as infallible. 00043 At the present time, there is no scientific process that enables one to 00044 uniquely characterize a person=92s voice or to identify with absolute 00045 certainty an individual from his or her voice.] 00046 Contact Jean-Francois Bonastre for more information about the licence or 00047 the use of ALIZE 00048 00049 Copyright (C) 2003-2010 00050 Laboratoire d'informatique d'Avignon [lia.univ-avignon.fr] 00051 ALIZE admin [alize@univ-avignon.fr] 00052 Jean-Francois Bonastre [jean-francois.bonastre@univ-avignon.fr] 00053 */ 00054 00055 #if !defined(ALIZE_Mixture_cpp) 00056 #define ALIZE_Mixture_cpp 00057 00058 #include "Mixture.h" 00059 #include "MixtureGD.h" 00060 #include "MixtureGF.h" 00061 #include "Distrib.h" 00062 #include "Exception.h" 00063 #include "Config.h" 00064 #include "MixtureFileWriter.h" 00065 00066 using namespace alize; 00067 typedef Mixture M; 00068 //------------------------------------------------------------------------- 00069 M::Mixture(const String& id, unsigned long distribCount, unsigned long v) 00070 :Object(), _vectSize(v), _weightVect(distribCount), 00071 _distribVect(distribCount), _id(id) {} 00072 //------------------------------------------------------------------------- 00073 bool M::operator!=(const Mixture& m) const { return !(*this == m); } 00074 //------------------------------------------------------------------------- 00075 void M::assign(const Mixture& m) // private 00076 { 00077 if (this == &m) 00078 return; 00079 const unsigned long n = getDistribCount(); 00080 if (n != m.getDistribCount()) 00081 throw Exception("target distribCount (" 00082 + String::valueOf(getDistribCount()) 00083 + ") != source distribCount (" 00084 + String::valueOf(m.getDistribCount()) 00085 + ")", __FILE__, __LINE__); 00086 for (unsigned long i=0; i<n; i++) 00087 { 00088 getDistrib(i) = m.getDistrib(i); // operator= overloaded and 00089 // can throw Exception 00090 weight(i) = m.weight(i); 00091 } 00092 // DOES NOT copy the identifier : _id = m._id; 00093 } 00094 //------------------------------------------------------------------------- 00095 void M::reset() 00096 { 00097 for (unsigned long c=0; c<getDistribCount(); c++) 00098 { getDistrib(c).reset(); } 00099 equalizeWeights(); 00100 } 00101 //------------------------------------------------------------------------- 00102 void M::equalizeWeights() 00103 { 00104 unsigned long n = getDistribCount(); 00105 if (n > 0) 00106 { 00107 weight_t w = (weight_t)1.0/n; 00108 for (unsigned long c=0; c<n; c++) 00109 weight(c) = w; 00110 } 00111 } 00112 //------------------------------------------------------------------------- 00113 void M::removeAllDistrib(const K&) 00114 { 00115 _distribVect.clear(); 00116 _weightVect.clear(); 00117 } 00118 //------------------------------------------------------------------------- 00119 Mixture& M::duplicate(const K&, DuplDistrib d) const 00120 { return clone(d); } 00121 //------------------------------------------------------------------------- 00122 void M::setDistrib(const K&, Distrib& d, unsigned long i) 00123 { 00124 _distribVect.setDistrib(d, i); // can throw IndexOutOfBoundsException 00125 } 00126 //------------------------------------------------------------------------- 00127 void M::addDistrib(const K&, Distrib& d, weight_t w) 00128 { 00129 _distribVect.addDistrib(d); 00130 _weightVect.addValue(w); 00131 } 00132 //------------------------------------------------------------------------- 00133 Distrib& M::getDistrib(unsigned long i) const 00134 { 00135 return _distribVect.getDistrib(i); // can throw IndexOutOfBoundsException 00136 } 00137 //------------------------------------------------------------------------- 00138 weight_t& M::weight(unsigned long index) 00139 { return _weightVect[index]; /* can throw IndexOutOfBoundsException */ } 00140 //------------------------------------------------------------------------- 00141 weight_t M::weight(unsigned long index) const 00142 { return _weightVect[index]; /* can throw IndexOutOfBoundsException */} 00143 //------------------------------------------------------------------------- 00144 void M::save(const FileName& f, const Config& c) const 00145 { MixtureFileWriter(f, c).writeMixture(*this); } 00146 //------------------------------------------------------------------------- 00147 DoubleVector& M::getTabWeight() { return _weightVect; } 00148 //------------------------------------------------------------------------- 00149 const DoubleVector& M::getTabWeight() const { return _weightVect; } 00150 //------------------------------------------------------------------------- 00151 Distrib** M::getTabDistrib() const 00152 { return _distribVect.getArray(); } 00153 //------------------------------------------------------------------------- 00154 String M::getId() const { return _id; } 00155 //------------------------------------------------------------------------- 00156 void M::setId(const K&, const String& id) { _id = id; } 00157 //------------------------------------------------------------------------- 00158 void M::setId(const String& id) { _id = id; } 00159 //------------------------------------------------------------------------- 00160 unsigned long M::getDistribCount() const 00161 { return _distribVect.size(); } 00162 //------------------------------------------------------------------------- 00163 void M::computeAll() 00164 { 00165 for (unsigned long i=0; i<getDistribCount(); i++) 00166 getDistrib(i).computeAll(); 00167 } 00168 //------------------------------------------------------------------------- 00169 unsigned long M::getVectSize() const { return _vectSize; } 00170 //------------------------------------------------------------------------- 00171 // static method 00172 //------------------------------------------------------------------------- 00173 Mixture& M::create(const K&, const unsigned long dc, 00174 const DistribType type, const String& id, 00175 const unsigned long vectSize) 00176 { 00177 if (type == DistribType_GD) 00178 return MixtureGD::create(K::k, id, vectSize, dc); 00179 if (type == DistribType_GF) 00180 return MixtureGF::create(K::k, id, vectSize, dc); 00181 throw Exception("Don't know how to create a mixture '" 00182 + getDistribTypeName(type) + "'", __FILE__, __LINE__); 00183 return MixtureGD::create(K::k, "", 1); // never called 00184 } 00185 //------------------------------------------------------------------------- 00186 //unsigned long M::getVectSize() const { return _vectSize; } 00187 //------------------------------------------------------------------------- 00188 String M::toString() const 00189 { 00190 String s = Object::toString() 00191 + "\n id = '" + _id + "'" 00192 + "\n distribCount = " + String::valueOf(getDistribCount()); 00193 for (unsigned long i=0; i<getDistribCount(); i++) 00194 { 00195 s += "\n weight[" + String::valueOf(i) + "] = " 00196 + String::valueOf(weight(i)) 00197 + " distrib[" + String::valueOf(i) + "] = [ " 00198 + getDistrib(i).getClassName() 00199 + " " + getDistrib(i).getAddress() + " ]"; 00200 } 00201 return s; 00202 } 00203 //------------------------------------------------------------------------- 00204 M::~Mixture() {} 00205 //------------------------------------------------------------------------- 00206 00207 #endif // !defined(ALIZE_Mixture_cpp) 00208
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