In my opinion, the pitch estimator is the bottleneck of any narrowband vocoder, 
no matter the tranditional or the neural-network based.


LPCnet uses the (last-century) RAPT algorithm for the pitch estimation, and if 
the pitch value is wrong, the output would be very terrible. 





------------------ Original ------------------
From:                                                                           
                                             "freetel-codec2"                   
                                                                 
<da...@rowetel.com&gt;;
Date:&nbsp;Tue, Sep 14, 2021 06:25 AM
To:&nbsp;"freetel-codec2"<freetel-codec2@lists.sourceforge.net&gt;;

Subject:&nbsp;Re: [Freetel-codec2] facebook speech codec at 365bps



On Mon, 2021-09-13 at 07:24 +0000, Greg Maxwell wrote:
&gt; On Mon, Sep 13, 2021 at 7:05 AM Random via Freetel-codec2
&gt; <freetel-codec2@lists.sourceforge.net&gt; wrote:
&gt; &gt; Is it speaker-independent ?
&gt; 
&gt; It's speaker independent with the additional per-speaker data
&gt; mentioned in my post.
&gt; 

That sounds like speaker dependence to me.

I encountered this with the early LPCNet work as well (as used in
FreeDV 2020), the quality dropped off significantly for about 10% of
voices (including mine!).&nbsp; However I haven't tried the latest version
of LPCnet from Jean-Marc, he's been steadily improving his NN model and
codec.

The Lyra paper mentions some specific work in this area, so I'm sure it
will be addressed in time.&nbsp; High quality, speaker independent speech
coding at sub 1000 bit's certainly feels possible.

Another issue to address is robustness to bit errors.&nbsp; In codec 2 I
avoid inter-frame coding (ie coding differences) to keep some tolerance
to the high bit error rates.&nbsp; This costs a few bits/s compared to a
super efficient approach.

I figure tolerance to bit errors might be something we can train for in
NN codecs.

- David




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