Audio denoising powered by ONNX Runtime for enhanced clarity.
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Supported Models:
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Dynamic Quantization:
- Dynamic quantization is not recommended for ZipEnhancer as it significantly reduces performance due to increased computational overhead.
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End-to-End Processing:
- The solution includes internal
STFT/ISTFT
processing. - Input: Noisy audio
- Output: Crystal-clear denoised audio
- The solution includes internal
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Resources:
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 |
通过 ONNX Runtime 实现音频降噪,提升音质清晰度。
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支持的模型:
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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。
-
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
- 解决方案内置
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资源: