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VM
Vocos Mel 24khz
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VM

Vocos Mel 24khz

huggingface.co·Infrastructure

Vocos-mel-24khz is a neural vocoder available on Hugging Face that synthesizes audio waveforms from mel-spectrograms. Developed by Charactr Inc., it addresses the need for rapid high-quality audio reconstruction in synthesis pipelines by generating spectral coefficients instead of modeling individual time-domain samples.

The model operates as a Fourier-based vocoder trained with a Generative Adversarial Network objective. It produces waveforms in a single forward pass and reconstructs audio through an inverse Fourier transform. This approach closes the gap between time-domain and Fourier-based methods while maintaining synthesis speed and output quality. The repository provides an associated paper with audio samples for evaluation.

It is delivered as a PyTorch model hosted on the Hugging Face platform. Installation for inference uses the command pip install vocos, while training support requires the additional flag pip install vocos[train]. The repository includes usage instructions for reconstructing audio directly from mel-spectrograms.

Vocos-mel-24khz carries an MIT license and is accompanied by the arXiv preprint 2306.00814. It belongs to the class of neural vocoders intended for audio developers and researchers engaged in speech synthesis and audio generation tasks.

Open Source
WebCLIAPI
V
Vocos Mel 24khz preview
Visit huggingface.co↗

Overview

4 features

Vocos Mel 24khz is an Other AI product. It focuses on synthesizing high-quality audio waveforms from mel-spectrograms for speech and audio applications. Vocos Mel 24khz is an open-source project aimed at audio developers and researchers. The project is open source (Open Source). The product ships for the web, the command line, and API.

Charactr Inc. builds and maintains Vocos Mel 24khz, and the product first shipped in 2023. Among its 4 catalogued features are audio synthesis, neural vocoder, and mel-spectrogram input.

  • ✓Audio synthesis
  • ✓Neural vocoder
  • ✓Mel-spectrogram input
  • ✓Fast inference

Tags

neural-vocoderaudio-synthesismel-spectrogram

AI capabilities

Weights: Open

Built with & integrations

Hosting
aws
Runs on
BrowserCLIAPI-only

Trust & compliance

LicenseOpen Source
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ Open Source
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJul 19, 7:18 PM

    charactr/vocos-mel-24khz verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Vocos Mel 24khz

What is Vocos Mel 24khz?
Vocos Mel 24khz focuses on synthesizing high-quality audio waveforms from mel-spectrograms for speech and audio applications. It is catalogued under Other AI on PulseGate.
Who should use Vocos Mel 24khz?
Vocos Mel 24khz is an open-source project built for audio developers and researchers.
Does Vocos Mel 24khz have a free plan?
Yes — Vocos Mel 24khz is open source under the Open Source license and free to use.
What platforms does Vocos Mel 24khz run on?
Vocos Mel 24khz runs on the web, the command line, and API.
Is Vocos Mel 24khz still active?
PulseGate's liveness checks currently classify Vocos Mel 24khz as active.
What tools are similar to Vocos Mel 24khz?
Similar tools tracked by PulseGate include VibeVoice ASR, Appen MeloVox - Vocal Harmony, and BigVGAN.VibeVoice ASRAppen MeloVox - Vocal HarmonyBigVGAN
Who develops Vocos Mel 24khz?
Vocos Mel 24khz is developed by Charactr Inc.
How long has Vocos Mel 24khz been around?
Vocos Mel 24khz first shipped in 2023.

At a glance

Pricing
Open Source
Platforms
Cli · Web
Languages
English
License
Open Source
First seen
Feb 28, 2023
Activity
🟢 Active
Status
🟢 Active
Built for
audio developers and researchers
Model
Open source
Solves
Synthesizing high-quality audio waveforms from mel-spectrograms for speech and audio applications.

Developer

Charactr Inc.

Live coverage

Confidence
Medium · 70
Indexed
Jul 19, 2026
Lifecycle
Alive
Activity
Active
First seen
Feb 2023
Last seen
2d ago
Identity audit (9)
Entity ID
cmrs6kbeg00ti4xrcd04hkwle
Slug
charactr-vocos-mel-24khz-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 19, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 21, 2026
Canonical URL
https://huggingface.co/charactr/vocos-mel-24khz

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