Model reference · open weights

dasheng-denoiser

Available as managed deployment Audio mispeech Audio→audio 1 variants 633 dl/mo

dasheng-denoiser is an open-weight audio or speech model from mispeech. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released bymispeech
TypeAudio & music
TaskAudio→audio
Parameters (lead)119M
Runs withtransformers
Released2026-03-03
Popularity633 downloads / month
LicenceOpen weights

About

What dasheng-denoiser is

Dasheng Denoiser Official PyTorch inference code for the Interspeech 2025 paper:

Installation and Usage

uv pip install transformers torch torchaudio einops
import torch
import torchaudio
from transformers import AutoModel
model = AutoModel.from_pretrained("mispeech/dasheng-denoiser",  trust_remote_code=True)
model.eval()
# Load audio file (only 16kHz supported!)
audio, sr = torchaudio.load("path/to/audio.wav")
with torch.no_grad(), torch.autocast(device_type='cuda'):
    enhanced = model(audio)
torchaudio.save("enhanced_audio.wav", enhanced, sr)

Acknowledgements

We referred to Dasheng and Vocos to implement this.

Citation

@inproceedings{xingwei2025dashengdenoiser,
  title={Efficient Speech Enhancement via Embeddings from Pre-trained Generative Audioencoders},
  author={Xingwei Sun, Heinrich Dinkel, Yadong Niu, Linzhang Wang, Junbo Zhang, Jian Luan},
  booktitle={Interspeech 2025},
  year={2025}
}

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys dasheng-denoiser for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (dasheng-denoiser below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/audio/transcriptions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -F model="dasheng-denoiser" -F file=@audio.mp3

Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.

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