Innovative Automatic Discrimination Multimedia Documents for Indexing using Hybrid GMM-SVM Method

被引:0
|
作者
Turkia, Debabi [1 ]
Souha, Bousselmi [1 ]
Adnen, Cherif [1 ]
机构
[1] FST, Lab Anal & Proc Elect & Energy Syst, Tunis, Tunisia
关键词
Audio indexing; classification; GMM; SVM; entropy; Speech-music discrimination; AUDIO CLASSIFICATION; SEGMENTATION;
D O I
10.14569/IJACSA.2019.0100136
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, a new parameterization method sound discrimination of multimedia documents based on entropy phase is presented to facilitate indexing audio documents and speed up their searches in digital libraries or the retrieval of audio documents in the network, to detect speakers in purely judicial purposes and translate films into a specific language. There are four procedures of an indexing method are developed to solve these problems which are based on (parameterization, training, modeling and classification). In first step new temporal characteristics and descriptors are extracted. However, the GMM and SVM classifiers are associated with the other procedures. The MATLAB environment is the basis of the simulation of the proposed algorithm whose system performance is evaluated from a database consisting of music containing several segments of speech.
引用
收藏
页码:274 / 279
页数:6
相关论文
共 50 条
  • [11] A Novel Approach in Channel Independent Speaker Verification System For Malayalam Database Using GMM-SVM Frame Work
    Gayathri, S.
    Babu, Anish K. K.
    2015 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2015, : 1530 - 1534
  • [12] Identity authentication by sensed acoustic voices from a speaking person using an efficient GMM-SVM dual modeling framework
    Ing-Jr Ding
    Zih-Jheng Lin
    Microsystem Technologies, 2018, 24 : 3 - 8
  • [13] Identity authentication by sensed acoustic voices from a speaking person using an efficient GMM-SVM dual modeling framework
    Ding, Ing-Jr
    Lin, Zih-Jheng
    MICROSYSTEM TECHNOLOGIES-MICRO-AND NANOSYSTEMS-INFORMATION STORAGE AND PROCESSING SYSTEMS, 2018, 24 (01): : 3 - 8
  • [14] Automatic Schizophrenia Discrimination on fNIRS by Using PCA and SVM
    Song, Hong
    Bogdan, Iordachescu Ilie Mihaita
    Wang, Shuliang
    Dong, Wentian
    Quan, Wenxiang
    Dang, Weimin
    Yu, Xin
    2016 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2016, : 389 - 394
  • [15] Automatic Language-Independent Indexing of Documents using Image Processing
    Rait, Aishanou Osha
    Venkatesh, K. S.
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 817 - +
  • [16] Robust regression fusion of GMM-UBM and GMM-SVM normalized scores using G729 bit-stream for speaker recognition over IP
    Yessad, Dalila
    Amrouche, Abderrahmane
    INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY, 2014, 17 (01) : 43 - 51
  • [17] Automatic Depression Discrimination on FNIRS by Using FastICA/WPD and SVM
    Song, Hong
    Du, Weilong
    Zhao, Qingjie
    PROCEEDINGS OF THE 2015 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT INFORMATION PROCESSING, 2015, 336 : 257 - 265
  • [18] EVALUATION OF A META-1-BASED AUTOMATIC-INDEXING METHOD FOR MEDICAL DOCUMENTS
    WAGNER, MM
    COOPER, GF
    COMPUTERS AND BIOMEDICAL RESEARCH, 1992, 25 (04): : 336 - 350
  • [19] Automatic Depression Discrimination on FNIRS by Using General Linear Model and SVM
    Song, Hong
    Du, Weilong
    Yu, Xin
    Dong, Wentian
    Quan, Wenxiang
    Dang, Weimin
    Zhang, Huijun
    Tian, Ju
    Zhou, Tianhang
    2014 7TH INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2014), 2014, : 278 - 282
  • [20] Multi-stream dialect classification using SVM-GMM hybrid classifiers
    Chitturi, Rahul
    Hansen, John. H. L.
    2007 IEEE WORKSHOP ON AUTOMATIC SPEECH RECOGNITION AND UNDERSTANDING, VOLS 1 AND 2, 2007, : 431 - 436