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Speaker Adaptation

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2009-07-20
2012-09-22
  • Madhav Kishore

    Madhav Kishore - 2009-07-20

    I did speaker adaptation by invoking the following perl progarm in sphinx trainer

    scripts_pl / 6.sa_train / slave.pl
    (single class MLLR)

    when I adapted the speaker with same amount as training data ,
    there is a improvement in accuracy.

    but when i adapt with small amount of data (say 100 words)the accuracy falls down...

    What would be the reason ??

    whether any one is having idea on Multi class MLLR......

     
    • Nickolay V. Shmyrev

      > but when i adapt with small amount of data (say 100 words)the accuracy falls down...

      Please follow http://www.speech.cs.cmu.edu/cmusphinx/moinmoin/AcousticModelAdaptation

      > whether any one is having idea on Multi class MLLR......

      Sure there is an idea, please be more specific asking your questions. What exactly do you need to know about MLLR?

       
      • Madhav Kishore

        Madhav Kishore - 2009-07-22

        Sir,

        Thanks a lot for replying...

        >Please follow http://www.speech.cs.cmu.edu/cmusphinx/moinmoin/AcousticModelAdaptation

        I just used slave.pl which comes under scripts_pl/6.0sa_train in SphinxTrain..
        which does the same work ...
        BW,mllr_solve,mllr_transform

        which creates a Speaker Adapted Model_parameters in the name of applicationname_sat
        under ModelParameters
        it contains

        adapted mean,variances,transformation marix and speaker.mllr

        I decoded with adapted mean instead of using mllr at run time..

        Sir, whether the procedure I followed is right ?????

        >Sure there is an idea, please be more specific asking your questions. What exactly do you need to know about MLLR?
        Since I got negative result in adapting small amount of utterences..
        reason may be - single class MLLR transformation is global hence to divide a transformation into multi class .....

        grey areas:
        1.how to create a regression classes automatically...(my model is triphone based)
        2.how to use these while adapting.....?

         

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