static void Main(string[] args)
        {
            StreamWriter     file1      = new StreamWriter("d:\\" + "Result_MOBISIG_Scores_" + DateTime.Now.Ticks.ToString() + ".csv");
            DTWConfiguration lDTWConfig = new DTWConfiguration();

            List <double> lAllOriginalScoresGlobal  = new List <double>();
            List <double> lAllOriginalScoresGlobal2 = new List <double>();
            List <double> lAllOriginalScoresLocal   = new List <double>();

            List <double> lAllImpostorScoresGlobal  = new List <double>();
            List <double> lAllImpostorScoresGlobal2 = new List <double>();
            List <double> lAllImpostorScoresLocal   = new List <double>();


            Console.Write("Path to directory: ");
            string lPath = Console.ReadLine();

            string[] lSubdirectoryEntries = Directory.GetDirectories(lPath);


            lDTWConfig = new DTWConfiguration()
                         .UseXY()
                         .UseX1Y1()
                         .UseX2Y2();

            int aNrOfTrainingSamples = 10;

            foreach (var directory in lSubdirectoryEntries)
            {
                Console.WriteLine("Processing " + directory + " directory");

                List <Signature> lSignatures = SignatureFileUtils.GetAllSignaturesFromFolder(directory);

                //MCYT
                //List<Signature> lTemplate = lSignatures.Skip(25).Take(aNrOfTrainingSamples).ToList();
                //List<Signature> lOriginalSignatures = lSignatures.Skip(25 + aNrOfTrainingSamples).Take(25 - aNrOfTrainingSamples).ToList();
                //List<Signature> lImpostorSignatures = lSignatures.Take(15).ToList();

                //MOBISIG
                List <Signature> lTemplate           = lSignatures.Skip(20).Take(aNrOfTrainingSamples).ToList();
                List <Signature> lOriginalSignatures = lSignatures.Skip(20 + aNrOfTrainingSamples).Take(25 - aNrOfTrainingSamples).ToList();
                List <Signature> lImpostorSignatures = lSignatures.Take(15).ToList();

                //retrieve feature set
                List <SignatureFeatures> lFeaturesTemplate = new List <SignatureFeatures>();
                List <SignatureFeatures> lFeaturesOriginal = new List <SignatureFeatures>();
                List <SignatureFeatures> lFeaturesImpostor = new List <SignatureFeatures>();

                for (int i = 0; i < lTemplate.Count; ++i)
                {
                    var lElement    = lTemplate.ElementAt(i);
                    var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                    lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                    lTemplate.RemoveAt(i);
                    lTemplate.Insert(i, lNewElement);

                    lFeaturesTemplate.Add(FeatureCalculator.CalculateFeatures(lNewElement));
                }

                for (int i = 0; i < lOriginalSignatures.Count; ++i)
                {
                    var lElement    = lOriginalSignatures.ElementAt(i);
                    var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                    lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                    lOriginalSignatures.RemoveAt(i);
                    lOriginalSignatures.Insert(i, lNewElement);

                    lFeaturesOriginal.Add(FeatureCalculator.CalculateFeatures(lNewElement));
                }

                for (int i = 0; i < lImpostorSignatures.Count; ++i)
                {
                    var lElement    = lImpostorSignatures.ElementAt(i);
                    var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                    lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                    lImpostorSignatures.RemoveAt(i);
                    lImpostorSignatures.Insert(i, lNewElement);

                    lFeaturesImpostor.Add(FeatureCalculator.CalculateFeatures(lNewElement));
                }

                ManhattanDetector lManhattanDetector = new ManhattanDetector(lFeaturesTemplate);
                EuclideanDetector lEuclideanDetector = new EuclideanDetector(lFeaturesTemplate);

                List <double> lListOfScores = new List <double>();

                //aDetector.CalculateScores()
                List <double> lOriginalScoresGlobal = lManhattanDetector.CompareToTemplate(lFeaturesOriginal);
                List <double> lImpostorScoresGlobal = lManhattanDetector.CompareToTemplate(lFeaturesImpostor);

                List <double> lOriginalScoresGlobal2 = lEuclideanDetector.CompareToTemplate(lFeaturesOriginal);
                List <double> lImpostorScoresGlobal2 = lEuclideanDetector.CompareToTemplate(lFeaturesImpostor);

                List <double> lOriginalScoresLocal = SignatureUtils.SignatureUtils.CompareSignaturesDTW(lTemplate, lOriginalSignatures, lDTWConfig);
                List <double> lImpostorScoresLocal = SignatureUtils.SignatureUtils.CompareSignaturesDTW(lTemplate, lImpostorSignatures, lDTWConfig);


                lAllOriginalScoresGlobal.AddRange(lOriginalScoresGlobal);
                lAllOriginalScoresGlobal2.AddRange(lOriginalScoresGlobal2);
                lAllOriginalScoresLocal.AddRange(lOriginalScoresLocal);
                lAllImpostorScoresGlobal.AddRange(lImpostorScoresGlobal);
                lAllImpostorScoresGlobal2.AddRange(lImpostorScoresGlobal2);
                lAllImpostorScoresLocal.AddRange(lImpostorScoresLocal);
            }

            file1.WriteLine("Original Scores Local" + "," + "Original Scores Manhattan" + "," + "Original Scores Euclidean");
            for (int i = 0; i < lAllOriginalScoresLocal.Count; ++i)
            {
                file1.WriteLine(lAllOriginalScoresLocal.ElementAt(i) + "," + lAllOriginalScoresGlobal.ElementAt(i) + "," + lAllOriginalScoresGlobal2.ElementAt(i));
            }

            file1.WriteLine("Impostor Scores Local" + "," + "Impostor Scores Manhattan" + "," + "Impostor Scores Euclidean");
            for (int i = 0; i < lAllImpostorScoresLocal.Count; ++i)
            {
                file1.WriteLine(lAllImpostorScoresLocal.ElementAt(i) + "," + lAllImpostorScoresGlobal.ElementAt(i) + "," + lAllImpostorScoresGlobal2.ElementAt(i));
            }

            file1.Close();
        }
예제 #2
0
        public static double CompareMCYTFusion(string aFolder, int aNrOfTrainingSamples, DTWConfiguration aDTWConfig, ref StreamWriter aSWriter)
        {
            List <Signature> lSignatures = SignatureFileUtils.GetAllSignaturesFromFolder(aFolder);

            List <Signature> lTemplate           = lSignatures.Skip(25).Take(aNrOfTrainingSamples).ToList();
            List <Signature> lOriginalSignatures = lSignatures.Skip(25 + aNrOfTrainingSamples).Take(25 - aNrOfTrainingSamples).ToList();
            List <Signature> lImpostorSignatures = lSignatures.Take(15).ToList();

            //retrieve feature set
            List <SignatureFeatures> lFeaturesTemplate = new List <SignatureFeatures>();
            List <SignatureFeatures> lFeaturesOriginal = new List <SignatureFeatures>();
            List <SignatureFeatures> lFeaturesImpostor = new List <SignatureFeatures>();

            for (int i = 0; i < lTemplate.Count; ++i)
            {
                var lElement    = lTemplate.ElementAt(i);
                var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                lTemplate.RemoveAt(i);
                lTemplate.Insert(i, lNewElement);

                lFeaturesTemplate.Add(FeatureCalculator.CalculateFeatures(lNewElement));
            }

            for (int i = 0; i < lOriginalSignatures.Count; ++i)
            {
                var lElement    = lOriginalSignatures.ElementAt(i);
                var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                lOriginalSignatures.RemoveAt(i);
                lOriginalSignatures.Insert(i, lNewElement);

                lFeaturesOriginal.Add(FeatureCalculator.CalculateFeatures(lNewElement));
            }

            for (int i = 0; i < lImpostorSignatures.Count; ++i)
            {
                var lElement    = lImpostorSignatures.ElementAt(i);
                var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                lImpostorSignatures.RemoveAt(i);
                lImpostorSignatures.Insert(i, lNewElement);

                lFeaturesImpostor.Add(FeatureCalculator.CalculateFeatures(lNewElement));
            }

            ManhattanDetector lEuclideanDetector = new ManhattanDetector(lFeaturesTemplate);

            List <double> lListOfScores = new List <double>();

            //aDetector.CalculateScores()
            List <double> lOriginalScoresGlobal = lEuclideanDetector.CompareToTemplate(lFeaturesOriginal);
            List <double> lImpostorScoresGlobal = lEuclideanDetector.CompareToTemplate(lFeaturesImpostor);

            //int lNumberOfOriginalScores;
            //int lNumberOfImpostorScores;

            //lListOfScores.AddRange(lOriginalScoresGlobal);
            //lListOfScores.AddRange(lImpostorScoresGlobal);

            //lListOfScores = SignatureUtils.SignatureUtils.MinMaxNormalization(lListOfScores);

            //lNumberOfOriginalScores = lOriginalScoresGlobal.Count;
            //lNumberOfImpostorScores = lImpostorScoresGlobal.Count;

            //lOriginalScoresGlobal = new List<double>();
            //lOriginalScoresGlobal.AddRange(lListOfScores.Take(lNumberOfOriginalScores));

            //lImpostorScoresGlobal = new List<double>();
            //lImpostorScoresGlobal.AddRange(lListOfScores.Skip(lNumberOfOriginalScores).Take(lNumberOfImpostorScores));

            List <double> lOriginalScoresLocal = SignatureUtils.SignatureUtils.CompareSignaturesDTW(lTemplate, lOriginalSignatures, aDTWConfig);
            List <double> lImpostorScoresLocal = SignatureUtils.SignatureUtils.CompareSignaturesDTW(lTemplate, lImpostorSignatures, aDTWConfig);


            aSWriter.WriteLine("Original Scores Local" + "," + "Original Scores Global");
            for (int i = 0; i < lOriginalScoresLocal.Count; ++i)
            {
                aSWriter.WriteLine(lOriginalScoresLocal.ElementAt(i) + "," + lOriginalScoresGlobal.ElementAt(i));
            }


            //lListOfScores = new List<double>();
            //lListOfScores.AddRange(lOriginalScoresLocal);
            //lListOfScores.AddRange(lImpostorScoresLocal);

            //lListOfScores = SignatureUtils.SignatureUtils.MinMaxNormalization(lListOfScores);

            //lNumberOfOriginalScores = lOriginalScoresLocal.Count;
            //lNumberOfImpostorScores = lImpostorScoresLocal.Count;

            //lOriginalScoresLocal = new List<double>();
            //lOriginalScoresLocal.AddRange(lListOfScores.Take(lNumberOfOriginalScores));

            //lImpostorScoresLocal = new List<double>();
            //lImpostorScoresLocal.AddRange(lListOfScores.Skip(lNumberOfOriginalScores).Take(lNumberOfImpostorScores));

            aSWriter.WriteLine("Impostor Scores Local" + "," + "Impostor Scores Global");
            for (int i = 0; i < lImpostorScoresLocal.Count; ++i)
            {
                aSWriter.WriteLine(lImpostorScoresLocal.ElementAt(i) + "," + lImpostorScoresGlobal.ElementAt(i));
            }

            //List<double> lOriginalScores = SignatureUtils.SignatureUtils.ScoreFusion(lOriginalScoresLocal, lOriginalScoresGlobal);
            //List<double> lImpostorScores = SignatureUtils.SignatureUtils.ScoreFusion(lImpostorScoresLocal, lImpostorScoresGlobal);

            //aSWriter.WriteLine("Impostor Scores");
            //for (int i = 0; i < lImpostorScores.Count; ++i)
            //{
            //    aSWriter.WriteLine(lImpostorScores.ElementAt(i));
            //}

            //aSWriter.WriteLine("Original Scores");
            //for (int i = 0; i < lOriginalScores.Count; ++i)
            //{
            //    aSWriter.WriteLine(lOriginalScores.ElementAt(i));
            //}

            //ErrorCalculation lError = ErrorCalculationFactory.GetDScoreErrorCalculator();
            //lError.CalculateErrors(lOriginalScores, lImpostorScores, 100);

            //var lFARList = lError.GetFARList();
            //var lFRRList = lError.GetFRRList();
            //var lTresholdList = lError.GetThresholdList();

            //for(int i = 0; i < lFARList.Count; ++i)
            //{
            //    aSWriter.WriteLine(lFARList.ElementAt(i) + "," + lFRRList.ElementAt(i) + ", " + lTresholdList.ElementAt(i));
            //}

            //for (int i = 0; i < lOriginalScoresLocal.Count; ++i)
            //{
            //    aSWriter.WriteLine(lOriginalScoresLocal.ElementAt(i) + "," + lOriginalScoresGlobal.ElementAt(i));
            //}

            //aSWriter.WriteLine(lError.GetERR());

            return(1);
        }
        public static double CompareMCYTFeatureBased(string aFolder, int aNrOfTrainingSamples, ref StreamWriter aSWriter)
        {
            List <Signature> lSignatures = SignatureFileUtils.GetAllSignaturesFromFolder(aFolder);

            List <Signature> lTemplate           = lSignatures.Skip(25).Take(aNrOfTrainingSamples).ToList();
            List <Signature> lOriginalSignatures = lSignatures.Skip(25 + aNrOfTrainingSamples).Take(25 - aNrOfTrainingSamples).ToList();
            List <Signature> lImpostorSignatures = lSignatures.Take(15).ToList();

            //retrieve feature set
            List <SignatureFeatures> lFeaturesTemplate = new List <SignatureFeatures>();
            List <SignatureFeatures> lFeaturesOriginal = new List <SignatureFeatures>();
            List <SignatureFeatures> lFeaturesImpostor = new List <SignatureFeatures>();

            for (int i = 0; i < lTemplate.Count; ++i)
            {
                var lElement    = lTemplate.ElementAt(i);
                var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                lTemplate.RemoveAt(i);
                lTemplate.Insert(i, lNewElement);

                lFeaturesTemplate.Add(FeatureCalculator.CalculateFeatures(lNewElement));
            }

            for (int i = 0; i < lOriginalSignatures.Count; ++i)
            {
                var lElement    = lOriginalSignatures.ElementAt(i);
                var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                lOriginalSignatures.RemoveAt(i);
                lOriginalSignatures.Insert(i, lNewElement);

                lFeaturesOriginal.Add(FeatureCalculator.CalculateFeatures(lNewElement));
            }

            for (int i = 0; i < lImpostorSignatures.Count; ++i)
            {
                var lElement    = lImpostorSignatures.ElementAt(i);
                var lNewElement = SignatureUtils.SignatureUtils.CalculateCharacteristics(lElement);

                lNewElement = SignatureUtils.SignatureUtils.StandardizeSignature(lNewElement);

                lImpostorSignatures.RemoveAt(i);
                lImpostorSignatures.Insert(i, lNewElement);

                lFeaturesImpostor.Add(FeatureCalculator.CalculateFeatures(lNewElement));
            }

            ManhattanDetector lEuclideanDetector = new ManhattanDetector(lFeaturesTemplate);

            //aDetector.CalculateScores()
            List <double> lOriginalScores = lEuclideanDetector.CompareToTemplate(lFeaturesOriginal);
            List <double> lImpostorScores = lEuclideanDetector.CompareToTemplate(lFeaturesImpostor);

            ErrorCalculation lError = ErrorCalculationFactory.GetDScoreErrorCalculator();

            lError.CalculateErrors(lOriginalScores, lImpostorScores, 100);

            //var lFARList = lError.GetFARList();
            //var lFRRList = lError.GetFRRList();
            //var lTresholdList = lError.GetThresholdList();

            //for(int i = 0; i < lFARList.Count; ++i)
            //{
            //    aSWriter.WriteLine(lFARList.ElementAt(i) + "," + lFRRList.ElementAt(i) + ", " + lTresholdList.ElementAt(i));
            //}

            aSWriter.WriteLine(lError.GetERR());

            return(lError.GetERR());
        }