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Train noise data to let HMM more robust

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2016-07-07
2016-07-07
  • stevenyslin

    stevenyslin - 2016-07-07

    Hello,

    In my case, I train my voice in quiet environment and have a good accuracy,
    but when test in noise environment, the accuracy will be very bad,
    so I want to train mixed voice (quiet data + noise data) to let my model more robust.

    My question:
    Q1:
    Could I add mixed voice to train my own HMM model?

    Q2:
    Could I add all of list in my my_db.filler, or just add some in my case?

    ++AH++               +AH+
    ++BEEP++             +TONE+
    ++BREATH++           +BREATH+
    ++CHAIR_SQUEAK++     +SQUEAK+
    ++CLICK++            +CLICK+
    ++DISK_NOISE++       +NOISE+
    ++DOOR_SLAM++        +SLAM+
    ++EXHALATION++       +BREATH+
    ++GRUNT++            +GRUNT+
    ++INHALATION++       +BREATH+
    ++LAUGHTER++         +LAUGH+
    ++LIP_SMACK++        +SMACK+
    ++LOUD_BREATH++      +BREATH+
    ++MICROPHONE_MVT++   +NOISE+
    ++MISC_NOISE++       +NOISE+
    ++MOVEMENT++         +NOISE+
    ++NOISE++            +NOISE+
    ++PAPER_RUSTLE++     +NOISE+
    ++PHONE_RING++       +RING+
    ++SIGH++             +SIGH+
    ++TAP++              +TAP+
    ++THROAT_CLEAR++     +GRUNT+
    ++TONGUE_CLICK++     +CLICK+
    ++TYPING++           +TYPING+
    <sil>   SIL
    </s>    SIL
    <s> SIL
    

    Thanks for your help.

     
    • Nickolay V. Shmyrev

      Could I add mixed voice to train my own HMM model?

      It is not clear what are you asking.

      Could I add all of list in my my_db.filler, or just add some in my case?

      You could but it does not have much practical sense.

       

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