Singing Voice Synthesis

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

28 shown of 28 papers with code (81 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism
  6 May 2021 10 repositories listed Syntology ran 4 of 7 samples · 3 unverified · 4 pointer-only (licence)
  Singing voice synthesis (SVS) systems are built to synthesize high-quality and expressive singing voice, in which the acoustic model generates the acoustic features (e.
• Singing Voice Synthesis Using Differentiable LPC and Glottal-Flow-Inspired Wavetables
  29 Jun 2023 4 repositories listed
  This paper introduces GlOttal-flow LPC Filter (GOLF), a novel method for singing voice synthesis (SVS) that exploits the physical characteristics of the human voice using differentiable digital signal processing.
• MLP Singer: Towards Rapid Parallel Singing Voice Synthesis
  15 Jun 2021 3 repositories listed
  Recent developments in deep learning have significantly improved the quality of synthesized singing voice audio.
• CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection
  4 Jun 2024 2 repositories listed
  Addressing these gaps, we introduce CtrSVDD, a large-scale, diverse collection of bonafide and deepfake singing vocals.
• Latent Optimal Paths by Gumbel Propagation for Variational Bayesian Dynamic Programming
  5 Jun 2023 2 repositories listed
  We show the equivalence of the Gibbs distribution to a message-passing algorithm by the properties of the Gumbel distribution and give all the ingredients required for variational Bayesian inference of a latent path,…
• NNSVS: A Neural Network-Based Singing Voice Synthesis Toolkit
  28 Oct 2022 2 repositories listed
  This paper describes the design of NNSVS, an open-source software for neural network-based singing voice synthesis research.
• Multi-Singer: Fast Multi-Singer Singing Voice Vocoder With A Large-Scale Corpus
  20 Dec 2021 2 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  High-fidelity multi-singer singing voice synthesis is challenging for neural vocoder due to the singing voice data shortage, limited singer generalization, and large computational cost.
• RefineGAN: Universally Generating Waveform Better than Ground Truth with Highly Accurate Pitch and Intensity Responses
  1 Nov 2021 2 repositories listed
  To address this problem, we propose RefineGAN, a high-fidelity neural vocoder focused on the robustness, pitch and intensity accuracy, and high-speed full-band audio generation.
• TCSinger 2: Customizable Multilingual Zero-shot Singing Voice Synthesis
  20 May 2025 1 repository listed
  To overcome these challenges, we introduce TCSinger 2, a multi-task multilingual zero-shot SVS model with style transfer and style control based on various prompts.
• TCSinger: Zero-Shot Singing Voice Synthesis with Style Transfer and Multi-Level Style Control
  24 Sep 2024 1 repository listed
  To address these challenges, we introduce TCSinger, the first zero-shot SVS model for style transfer across cross-lingual speech and singing styles, along with multi-level style control.
• GTSinger: A Global Multi-Technique Singing Corpus with Realistic Music Scores for All Singing Tasks
  20 Sep 2024 1 repository listed Syntology ran 6 of 7 samples · 1 unverified · 7 pointer-only (licence)
  The scarcity of high-quality and multi-task singing datasets significantly hinders the development of diverse controllable and personalized singing tasks, as existing singing datasets suffer from low quality, limited…
• SVDD 2024: The Inaugural Singing Voice Deepfake Detection Challenge
  28 Aug 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  With the advancements in singing voice generation and the growing presence of AI singers on media platforms, the inaugural Singing Voice Deepfake Detection (SVDD) Challenge aims to advance research in identifying…
• Prompt-Singer: Controllable Singing-Voice-Synthesis with Natural Language Prompt
  18 Mar 2024 1 repository listed Syntology ran 2 of 5 samples · 3 unverified
  Recent singing-voice-synthesis (SVS) methods have achieved remarkable audio quality and naturalness, yet they lack the capability to control the style attributes of the synthesized singing explicitly.
• StyleSinger: Style Transfer for Out-of-Domain Singing Voice Synthesis
  17 Dec 2023 1 repository listed
  Moreover, existing SVS methods encounter a decline in the quality of synthesized singing voices in OOD scenarios, as they rest upon the assumption that the target vocal attributes are discernible during the training…
• BiSinger: Bilingual Singing Voice Synthesis
  25 Sep 2023 1 repository listed
  We fuse monolingual singing datasets with open-source singing voice conversion techniques to generate bilingual singing voices while also exploring the potential use of bilingual speech data.
• SingFake: Singing Voice Deepfake Detection
  14 Sep 2023 1 repository listed Syntology ran 15 of 16 samples · 1 unverified
  These unique properties make singing voice deepfake detection a relevant but significantly different problem from synthetic speech detection.
• FSD: An Initial Chinese Dataset for Fake Song Detection
  5 Sep 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this paper, we initially construct a Chinese Fake Song Detection (FSD) dataset to investigate the field of song deepfake detection.
• RMSSinger: Realistic-Music-Score based Singing Voice Synthesis
  18 May 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  To tackle these challenges, we propose RMSSinger, the first RMS-SVS method, which takes realistic music scores as input, eliminating most of the tedious manual annotation and avoiding the aforementioned inconvenience.
• CoMoSpeech: One-Step Speech and Singing Voice Synthesis via Consistency Model
  11 May 2023 1 repository listed Syntology ran 4 of 9 samples · 5 unverified
  In this paper, we propose a "Co"nsistency "Mo"del-based "Speech" synthesis method, CoMoSpeech, which achieve speech synthesis through a single diffusion sampling step while achieving high audio quality.
• Cross-domain Neural Pitch and Periodicity Estimation
  28 Jan 2023 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  We also introduce a novel entropy-based method for extracting periodicity and per-frame voiced-unvoiced classifications from statistical inference-based pitch estimators (e.
• M4Singer: a Multi-Style, Multi-Singer and Musical Score Provided Mandarin Singing Corpus
  29 Dec 2022 1 repository listed
  The lack of publicly available high-quality and accurately labeled datasets has long been a major bottleneck for singing voice synthesis (SVS).
• Xiaoicesing 2: A High-Fidelity Singing Voice Synthesizer Based on Generative Adversarial Network
  26 Oct 2022 1 repository listed
  XiaoiceSing is a singing voice synthesis (SVS) system that aims at generating 48kHz singing voices.
• HiFi-WaveGAN: Generative Adversarial Network with Auxiliary Spectrogram-Phase Loss for High-Fidelity Singing Voice Generation
  23 Oct 2022 1 repository listed
  Entertainment-oriented singing voice synthesis (SVS) requires a vocoder to generate high-fidelity (e.
• Sinsy: A Deep Neural Network-Based Singing Voice Synthesis System
  5 Aug 2021 1 repository listed
  To better model a singing voice, the proposed system incorporates improved approaches to modeling pitch and vibrato and better training criteria into the acoustic model.
• Latent Space Explorations of Singing Voice Synthesis using DDSP
  12 Mar 2021 1 repository listed
  In this work we present a lightweight architecture, based on the Differentiable Digital Signal Processing (DDSP) library, that is able to output song-like utterances conditioned only on pitch and amplitude, after twelve…
• Sequence-to-sequence Singing Voice Synthesis with Perceptual Entropy Loss
  22 Oct 2020 1 repository listed
  The neural network (NN) based singing voice synthesis (SVS) systems require sufficient data to train well and are prone to over-fitting due to data scarcity.
• HiFiSinger: Towards High-Fidelity Neural Singing Voice Synthesis
  3 Sep 2020 1 repository listed Syntology ran 0 of 10 samples · 10 unverified
  To tackle the difficulty of singing modeling caused by high sampling rate (wider frequency band and longer waveform), we introduce multi-scale adversarial training in both the acoustic model and vocoder to improve…
• Score and Lyrics-Free Singing Voice Generation
  26 Dec 2019 1 repository listed
  Generative models for singing voice have been mostly concerned with the task of ``singing voice synthesis,'' i.

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.