audio_steganalysis_ml

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匿名用户2021年11月11日
38阅读
开发技术Python
所属分类人工智能、机器学习/深度学习
授权协议Readme

作品详情

AudioSteganalysiswithHandcraftedFeaturesDesign(StatisticalMachineLearning)

Audiosteganalysisbasedontheagorithmsofstatiscticalmachinelearning.@Author:YuntaoWang(Charles_wyt)@Email:wangyuntao2@iie.ac.cnHopewecanhaveahappycommunication.

Thisprojectistheimplementationofourrecentworkforaudiosteganalysisbasedonstatisticalmachinelearning,andyoucanalsodesignyourownalgoritmthroughthisplatform.

FilesIDFileFunction1applicationaudiosteganalysisandsteganographiedfind2batch_scriptallbatchscriptsforfeatureextraction,training,testandsoon3data_processingtoolswhichareusedforQMDCTcoefficientsextractionanddatasetbuild4feature_extractthescriptsforfeatureextraction(ADOTP,MDI2,I2C,D2MA,JPBC,Co-Occurance)5plotscriptsforfigureplot6train_testtraining,validationandtestviasvmandensembleclassifier7utilssomebasictoolssuchasgetfilesnameandgetfileslistHowtouseSingletaskSeparationRunsetup.mandcompleteenvironmentalconfiguration.ForQMDCTextraction,rundata_processing/batch_script/QMDCT_extraction_batch1.batorQMDCT_extraction_batch2.bat.Forfeatureextraction,runmatlabscriptsofbatch_script/feature_extraction_batch.m.Fortrainingandvalidation,runmatlabscriptsoftrain_test/ensemble_classifier/training_emsemble.mortrain_test/svm_classifier/training_svm.m.Fortest,runmatlabscriptsoftrain_test/ensemble_classifier/test_ensemble.mortrain_test/svm_classifier/test_svm.m.IntegrationRunsetup.mandcompleteenvironmentalconfiguration.Runrun_script_for_training1.morrun_script_for_training2.mfortrainingandvalidation.Runrun_script_for_test.mfortest.MultipletasksRunsetup.mandcompleteenvironmentalconfiguration.Runrun_script_for_experiments.morrun_script_for_experiments1.m,andallresultsarewritttenintoatextfile.
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