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Audio-Denoiser-ONNX

Audio denoising powered by ONNX Runtime for enhanced clarity.

Features

  1. Supported Models:

  2. Dynamic Quantization:

    • Dynamic quantization is not recommended for ZipEnhancer as it significantly reduces performance due to increased computational overhead.
  3. End-to-End Processing:

    • The solution includes internal STFT/ISTFT processing.
    • Input: Noisy audio
    • Output: Crystal-clear denoised audio
  4. Resources:


性能 Performance

OS Device Backend Model Real-Time Factor
(Chunk Size: 4000 or 250ms)
Ubuntu-24.04 Desktop CPU
i3-12300
ZipEnhancer
f32
0.32
macOS 15 MacBook Air CPU
M3
ZipEnhancer
f32
0.25
Ubuntu-24.04 Desktop CPU
i3-12300
GTCRN
f32
0.0036
macOS 15 MacBook Air CPU
M3
GTCRN
f32
0.0013 ~
0.0019
Ubuntu-24.04 Laptop CPU
i5-7300HQ
DFSMN
f32
0.0068 ~
0.012

To-Do List


Audio-Denoiser-ONNX

通过 ONNX Runtime 实现音频降噪,提升音质清晰度。

功能

  1. 支持的模型

  2. 动态量化

    • 不建议对 ZipEnhancer 应用动态量化,因为这会由于计算负载增加而显著降低性能。
  3. 端到端处理

    • 解决方案内置 STFT/ISTFT 处理。
    • 输入:带噪音的音频
    • 输出:清晰无噪音的音频
  4. 资源


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Utilizes ONNX Runtime for audio denoising.

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