1As of August 2015, there were 169 proposed targets for these goals and 304 proposed indicators to show compliance.
Decoder alone, on the teacher's features
End to end, from phonemes
Try it
Runs on your device
Ctrl + Enter
0:00
Phonemes
Not exactly the Python package. The voices are the
released int8 graphs, unchanged, but here the text is turned into phonemes by a JavaScript port of the pipeline
the paper uses. Italian gives the same phonemes on all 2,000 test sentences. English, which has no part-of-speech
tagger in the browser, gives the same phonemes on 95% of them; the rest differ in a word or two (mostly a
noun/verb homograph or the direction of a quotation mark), so some sentences can sound slightly different from
the
titl package and from the paper's evaluation.Everything happens in this tab. Text becomes phonemes with Misaki's lexicon and eSpeak NG compiled to WebAssembly; the voice's int8 ONNX graph (text side and decoder, 9.2 MB) then runs on ONNX Runtime Web, on one CPU thread. What you type is not sent anywhere. The first use downloads the runtime and the voice.
Listen to the paper's samples
The first five of the 200 held-out sentences of each voice, in their fixed order, not chosen by listening. Every system on the same sentence, side by side.
What you are hearing
Decoder alone. Every decoder receives the teacher's own durations, pitch, energy and phoneme features for the sentence and the same random excitation seed, so only the decoder differs. These clips are rows of the paper's 200-sentence evaluation; the UTMOS next to each system is its mean over those 200 sentences.
End to end. Phonemes in, waveform out, through the released int8 ONNX graph of each model (text
side and decoder), as the titl package plays them. Paradee released only an English voice.
Sentences and audio. WikiText-103 for English, the Italian Wikipedia for Italian; no student saw them in training. 24 kHz, 16-bit FLAC, not normalized or edited. Headphones help: the differences between the stronger systems are small.
Tip: switching to another system while a clip plays keeps the position, for quick A/B listening.
2White dwarf stars, if they have a near companion, may then become Type Ia supernovae.
Decoder alone, on the teacher's features
End to end, from phonemes
3According to Herodotus, this was because they had decided in council that they could not beat the Allies in a naval battle.
Decoder alone, on the teacher's features
End to end, from phonemes
4The ashes were later taken to Veluvana, where they were enshrined in a silver stupa.
Decoder alone, on the teacher's features
End to end, from phonemes
5Ten priests of the Evangelical Lutheran Church of Finland and 90 (moderate) socialists were executed also.
Decoder alone, on the teacher's features
End to end, from phonemes
1A Nizza iniziò l'attività ciclistica, cogliendo subito numerosi successi; rimase in Francia fino al 1924, quando aveva già vinto 30 corse.
Decoder alone, on the teacher's features
End to end, from phonemes
2L'albero fiorisce tra dicembre e gennaio e fruttifica tra aprile e giugno.
Decoder alone, on the teacher's features
End to end, from phonemes
3La disciplina fu introdotta dai missionari occidentali alla fine del XIX secolo.
Decoder alone, on the teacher's features
End to end, from phonemes
4foresta pluviale temperata: sono le foreste pluviali caratteristiche delle regioni temperate.
Decoder alone, on the teacher's features
End to end, from phonemes
5Alto fino a 40 metri, con tronco diritto e chioma conica relativamente stretta.
Decoder alone, on the teacher's features
End to end, from phonemes
1A Nizza iniziò l'attività ciclistica, cogliendo subito numerosi successi; rimase in Francia fino al 1924, quando aveva già vinto 30 corse.
Decoder alone, on the teacher's features
End to end, from phonemes
2L'albero fiorisce tra dicembre e gennaio e fruttifica tra aprile e giugno.
Decoder alone, on the teacher's features
End to end, from phonemes
3La disciplina fu introdotta dai missionari occidentali alla fine del XIX secolo.
Decoder alone, on the teacher's features
End to end, from phonemes
4foresta pluviale temperata: sono le foreste pluviali caratteristiche delle regioni temperate.
Decoder alone, on the teacher's features
End to end, from phonemes
5Alto fino a 40 metri, con tronco diritto e chioma conica relativamente stretta.
Decoder alone, on the teacher's features
End to end, from phonemes