.. samples-xin documentation master file, created by
   sphinx-quickstart on Sun Apr 25 22:58:24 2021.
   You can adapt this file completely to your liking, but it should at least
   contain the root `toctree` directive.

.. _label-nsf-v4_vctk:

Cyclic-noise-NSF (VCTK samples)
*******************************

Messages
--------

	* Paper link:

	    Wang, X. & Yamagishi, J. Using Cyclic Noise as the Source Signal for Neural Source-Filter-Based Speech Waveform Model. in Proc. Interspeech 1992–1996. `doi:10.21437/Interspeech.2020-1018 <http://dx.doi.org/10.21437/Interspeech.2020-1018>`__


	* BibTex::
	    
	    @inproceedings{wang2020cyclic,
	    address = {ISCA},
	    author = {Wang, Xin and Yamagishi, Junichi},
	    booktitle = {Proc. Interspeech},
	    doi = {10.21437/Interspeech.2020-1018},
	    pages = {1992--1996},
	    publisher = {ISCA},
	    title = {{Using Cyclic Noise as the Source Signal for Neural Source-Filter-Based Speech Waveform Model}},
	    url = {http://www.isca-speech.org/archive/Interspeech{\_}2020/abstracts/1018.html},
	    year = {2020}
	    }


	* This page lists samples on `VCTK database <https://datashare.ed.ac.uk/handle/10283/2950>`_

	* This page lists copy-synthesis waveform samples, i.e., waveforms generated given natural acoustic features. They were evaluated in the listening test

	* Code is available. You need both the `CURRENNT toolkit <https://github.com/nii-yamagishilab/project-CURRENNT-public>`_ and `scripts <https://github.com/nii-yamagishilab/project-CURRENNT-scripts>`_. `This subfolder <https://github.com/nii-yamagishilab/project-CURRENNT-scripts/tree/master/waveform-modeling/project-NSF-pretrained-v4-CMU-4speakers>`_ in the script repository is made for this project

	* New implementaion based on Pytorch is also `available <https://github.com/nii-yamagishilab/project-NN-Pytorch-scripts>`_

	* Slides for Interspeech 2020 presentation can be found on `this page <https://tonywangx.github.io/slide.html>`_. Or you can directly download this `PPT <https://www.dropbox.com/sh/gf3zp00qvdp3row/AAAMoAEj77_oy4FmG0rkCTWwa/web/2020-interspech.pptx?raw=1>`__ or `PDF <https://www.dropbox.com/sh/gf3zp00qvdp3row/AAD0BZlZh4TexeLs3VQVY0kJa/web/2020-interspech.pdf?raw=1>`__.

| 

Audio samples
-------------

Models were trained on VCTK v0.9, 87 trainining speakers, 200 utterances/speaker, 16kHz waveforms, speaker-independently. 

You can find pre-trained models in git repository above.

It may take a few minutes to load all the speech samples. You can also download all samples from `this dropbox link <https://www.dropbox.com/sh/gf3zp00qvdp3row/AAA-pjB5Y17oV1qRyEVbmWxca/samples/interspeech2020/vctk/vctk-interspeech2020.zip?raw=1>`_.

Seen speakers
=============
Test set samples for seen speakers (i.e., speakers who provided training data).

.. raw:: html
	 
	 	<table border="1">
		<td colspan="6"></td><tr>
		<th></th><th>Natural</th><th>WaveNet</th><th>Sin<br>(hn-sinc-NSF sine-source)</th><th>Cno\({}_{\beta_2}\)<br>(hn-sinc-NSF cyclic-noise-source)</th><th></th>
		</tr><tr><td>p229_290.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p229_290.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p229_290.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p229_290.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p229_290.wav"></audio>
		</td>
		<td>p229_290.wav</td>
		</tr><tr><td>p243_368.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p243_368.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p243_368.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p243_368.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p243_368.wav"></audio>
		</td>
		<td>p243_368.wav</td>
		</tr><tr><td>p250_305.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p250_305.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p250_305.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p250_305.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p250_305.wav"></audio>
		</td>
		<td>p250_305.wav</td>
		</tr><tr><td>p268_264.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p268_264.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p268_264.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p268_264.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p268_264.wav"></audio>
		</td>
		<td>p268_264.wav</td>
		</tr><tr><td>p285_241.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p285_241.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p285_241.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p285_241.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p285_241.wav"></audio>
		</td>
		<td>p285_241.wav</td>
		</tr><tr><td>p306_293.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p306_293.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p306_293.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p306_293.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p306_293.wav"></audio>
		</td>
		<td>p306_293.wav</td>
		</tr><tr><td>p323_422.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p323_422.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p323_422.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p323_422.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p323_422.wav"></audio>
		</td>
		<td>p323_422.wav</td>
		</tr><tr><td>p240_268.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p240_268.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p240_268.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p240_268.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p240_268.wav"></audio>
		</td>
		<td>p240_268.wav</td>
		</tr><tr><td>p244_409.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p244_409.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p244_409.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p244_409.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p244_409.wav"></audio>
		</td>
		<td>p244_409.wav</td>
		</tr><tr><td>p255_375.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p255_375.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p255_375.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p255_375.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p255_375.wav"></audio>
		</td>
		<td>p255_375.wav</td>
		</tr><tr><td>p270_310.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p270_310.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p270_310.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p270_310.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p270_310.wav"></audio>
		</td>
		<td>p270_310.wav</td>
		</tr><tr><td>p297_328.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p297_328.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p297_328.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p297_328.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p297_328.wav"></audio>
		</td>
		<td>p297_328.wav</td>
		</tr><tr><td>p311_330.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p311_330.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p311_330.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p311_330.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p311_330.wav"></audio>
		</td>
		<td>p311_330.wav</td>
		</tr><tr><td>p347_331.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p347_331.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p347_331.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p347_331.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p347_331.wav"></audio>
		</td>
		<td>p347_331.wav</td>
		</tr><tr><td>p241_325.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p241_325.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p241_325.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p241_325.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p241_325.wav"></audio>
		</td>
		<td>p241_325.wav</td>
		</tr><tr><td>p247_355.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p247_355.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p247_355.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p247_355.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p247_355.wav"></audio>
		</td>
		<td>p247_355.wav</td>
		</tr><tr><td>p267_273.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p267_273.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p267_273.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p267_273.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p267_273.wav"></audio>
		</td>
		<td>p267_273.wav</td>
		</tr><tr><td>p276_363.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p276_363.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p276_363.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p276_363.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p276_363.wav"></audio>
		</td>
		<td>p276_363.wav</td>
		</tr><tr><td>p305_410.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p305_410.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p305_410.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p305_410.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p305_410.wav"></audio>
		</td>
		<td>p305_410.wav</td>
		</tr><tr><td>p314_320.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p314_320.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/seen_speakers/p314_320.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/seen_speakers/p314_320.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/seen_speakers/p314_320.wav"></audio>
		</td>
		<td>p314_320.wav</td>
		</tr></table>



Unseen speakers
===============
Test set samples for unseen speakers  (i.e., speakers who do not provide any training data).

.. raw:: html
	 
	 	<table border="1">
		<td colspan="6"></td><tr>
		<th></th><th>Natural</th><th>WaveNet</th><th>Sin<br>(hn-sinc-NSF sine-source)</th><th>Cno\({}_{\beta_2}\)<br>(hn-sinc-NSF cyclic-noise-source)</th><th></th>
		</tr><tr><td>p251_341.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p251_341.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/unseen_speakers/p251_341.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/unseen_speakers/p251_341.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/unseen_speakers/p251_341.wav"></audio>
		</td>
		<td>p251_341.wav</td>
		</tr><tr><td>p253_390.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p253_390.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/unseen_speakers/p253_390.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/unseen_speakers/p253_390.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/unseen_speakers/p253_390.wav"></audio>
		</td>
		<td>p253_390.wav</td>
		</tr><tr><td>p254_384.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p254_384.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/unseen_speakers/p254_384.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/unseen_speakers/p254_384.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/unseen_speakers/p254_384.wav"></audio>
		</td>
		<td>p254_384.wav</td>
		</tr><tr><td>p257_329.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p257_329.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/unseen_speakers/p257_329.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/unseen_speakers/p257_329.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/unseen_speakers/p257_329.wav"></audio>
		</td>
		<td>p257_329.wav</td>
		</tr><tr><td>p258_231.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p258_231.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/unseen_speakers/p258_231.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/unseen_speakers/p258_231.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/unseen_speakers/p258_231.wav"></audio>
		</td>
		<td>p258_231.wav</td>
		</tr><tr><td>p262_356.wav</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/natural/p262_356.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/wavenet/unseen_speakers/p262_356.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/01_sinc/unseen_speakers/p262_356.wav"></audio>
		</td>
		<td><audio controls style="width: 200px;"><source src="./wav-interspeech2020-vctk/05_beta2/unseen_speakers/p262_356.wav"></audio>
		</td>
		<td>p262_356.wav</td>
		</tr><tr><td>p265_319.wav</td>
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.. toctree::
   :hidden:
   :maxdepth: 1