SOTAVerified

Speech Synthesis

Speech synthesis is the task of generating speech from some other modality like text, lip movements etc.

Please note that the leaderboards here are not really comparable between studies - as they use mean opinion score as a metric and collect different samples from Amazon Mechnical Turk.

( Image credit: WaveNet: A generative model for raw audio )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 976–1000 of 1249 papers

TitleStatusHype
An Initial study on Birdsong Re-synthesis Using Neural Vocoders—0
結合ANN、全域變異數與真實軌跡挑選之基週軌跡產生方法(A Pitch-contour Generation Method Combining ANN Prediction,Global Variance Matching, and Real-contour Selection)[In Chinese]—0
An Objective Evaluation Framework for Pathological Speech Synthesis—0
An objective evaluation of the effects of recording conditions and speaker characteristics in multi-speaker deep neural speech synthesis—0
A Non-autoregressive Model for Joint STT and TTS—0
A Novel Data Augmentation Approach for Automatic Speaking Assessment on Opinion Expressions—0
An Overview of Affective Speech Synthesis and Conversion in the Deep Learning Era—0
An Overview of BPPT's Indonesian Language Resources—0
Grad-StyleSpeech: Any-speaker Adaptive Text-to-Speech Synthesis with Diffusion Models—0
基於字元階層之語音合成用文脈訊息擷取 (Character-Level Linguistic Features Extraction for Text-to-Speech System) [In Chinese]—0
A Post Auto-regressive GAN Vocoder Focused on Spectrum Fracture—0
Applying Automated Machine Translation to Educational Video Courses—0
Applying Syntaxx2013Prosody Mapping Hypothesis and Prosodic Well-Formedness Constraints to Neural Sequence-to-Sequence Speech Synthesis—0
A Practical Guide to Logical Access Voice Presentation Attack Detection—0
A Preliminary Study on Deep Learning-based Chinese Text to Taiwanese Speech Synthesis System—0
A Preliminary Study on Mandarin-Hakka neural machine translation using small-sized data—0
A Regression Model of Recurrent Deep Neural Networks for Noise Robust Estimation of the Fundamental Frequency Contour of Speech—0
A Review of Deep Learning Techniques for Speech Processing—0
A Robotic Agent in a Virtual Environment that Performs Situated Incremental Understanding of Navigational Utterances—0
Articulatory-WaveNet: Autoregressive Model For Acoustic-to-Articulatory Inversion—0
ArVoice: A Multi-Speaker Dataset for Arabic Speech Synthesis—0
ASR-based Features for Emotion Recognition: A Transfer Learning Approach—0
Assessing Evaluation Metrics for Speech-to-Speech Translation—0
AS-Speech: Adaptive Style For Speech Synthesis—0
A Streamwise GAN Vocoder for Wideband Speech Coding at Very Low Bit Rate—0
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All datasetsLibriTTSNorth American EnglishLJSpeechMandarin ChineseBlizzard Challenge 2013

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PeriodWave-Turbo-LPESQ4.45—Unverified
2BigVGAN-v2PESQ4.36—Unverified
3EVA-GAN-bigPESQ4.35—Unverified
4PeriodWave + FreeUPESQ4.25—Unverified
5RFWavePESQ4.23—Unverified
6BigVSAN (w/ snakebeta)PESQ4.12—Unverified
7BigVSANPESQ4.12—Unverified
8EVA-GAN-basePESQ4.03—Unverified
9BigVGANPESQ4.03—Unverified
10VocosPESQ3.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Tacotron 2Mean Opinion Score4.53—Unverified
2WaveNet (Linguistic)Mean Opinion Score4.34—Unverified
3WaveNet (L+F)Mean Opinion Score4.21—Unverified
4TacotronMean Opinion Score4—Unverified
5HMM-driven concatenativeMean Opinion Score3.86—Unverified
6LSTM-RNN parametricMean Opinion Score3.67—Unverified
7meansMean Opinion Score0—Unverified
#ModelMetricClaimedVerifiedStatus
1BDDM vocoderMean Opinion Score4.48—Unverified
2DiffWave LARGEMean Opinion Score4.44—Unverified
3Neural HMMMean Opinion Score3.24—Unverified
4Neural HMM Ablation with 1 state per phoneMean Opinion Score2.68—Unverified
#ModelMetricClaimedVerifiedStatus
1WaveNet (L+F)Mean Opinion Score4.08—Unverified
2LSTM-RNN parametricMean Opinion Score3.79—Unverified
3HMM-driven concatenativeMean Opinion Score3.47—Unverified
#ModelMetricClaimedVerifiedStatus
1SampleRNN (2-tier)NLL1.39—Unverified
2SampleRNN (3-tier)NLL1.39—Unverified