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+models+have+achieved+significant+progress%2C+they+still+fall+short+in+speech+quality%2C+similarity%2C+and+prosody.+Considering+speech+intricately+encompasses+various+attributes+(e.g.%2C+content%2C+prosody%2C+timbre%2C+and+acoustic+details)+that+pose+significant+challenges+for+generation%2C+a+natural+idea+is+to+factorize+speech+into+individual+subspaces+representing+different+attributes+and+generate+them+individually.+Motivated+by+it%2C+we+propose+NaturalSpeech+3%2C+a+TTS+system+with+novel+factorized+diffusion+models+to+generate+natural+speech+in+a+zero-shot+way.+Specifically%2C+1)+we+design+a+neural+codec+with+factorized+vector+quantization+(FVQ)+to+disentangle+speech+waveform+into+subspaces+of+content%2C+prosody%2C+timbre%2C+and+acoustic+details%3B+2)+we+propose+a+factorized+diffusion+model+to+generate+attributes+in+each+subspace+following+its+corresponding+prompt.+With+this+factorization+design%2C+NaturalSpeech+3+can+effectively+and+efficiently+model+intricate+speech+with+disentangled+subspaces+in+a+divide-and-conquer+way.+Experiments+show+that+NaturalSpeech+3+outperforms+the+state-of-the-art+TTS+systems+on+quality%2C+similarity%2C+prosody%2C+and+intelligibility%2C+and+achieves+on-par+quality+with+human+recordings.+Furthermore%2C+we+achieve+better+performance+by+scaling+to+1B+parameters+and+200K+hours+of+training+data.&ogModelDescription=&ogImgUrl=https:%2F%2Ft3.ftcdn.net%2Fjpg%2F02%2F48%2F42%2F64%2F360_F_248426448_NVKLywWqArG2ADUxDq6QprtIzsF82dMF.jpg&platform=&tags=&costToRun=&avgCompletionTime=&predictionHardware=?quality=80&w=800)
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