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  # Overview
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  Official implementation of IEEE/ACM Transactions on Audio, Speech, and Language Processing (IEEE/ACM TASLP) 2024 paper **"[DeFTAN-II: Efficient multichannel speech enhancement with subgroup processing](https://arxiv.org/pdf/2308.15777) (accepted)"**.
 
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  The abstract from the paper is the following:
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@@ -10,7 +11,7 @@ The abstract from the paper is the following:
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  We uploaded a pre-trained model trained on the spatialized DNS challenge dataset to Hugging Face.
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- ## Using pre-trained model
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  Download `deftan-II.py` and `max.pt` to `your\path\`.
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  You may import the DeFTAN-II class and load the `state_dict` using the code below.
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  # Overview
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  Official implementation of IEEE/ACM Transactions on Audio, Speech, and Language Processing (IEEE/ACM TASLP) 2024 paper **"[DeFTAN-II: Efficient multichannel speech enhancement with subgroup processing](https://arxiv.org/pdf/2308.15777) (accepted)"**.
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+ [<a href="https://arxiv.org/pdf/2308.15777.pdf" target="_blank">Paper</a> | <a href="https://github.com/donghoney0416/DeFTAN-II/tree/main" target="_blank">Code</a> | <a href="https://donghoney0416.github.io/demos-DeFTAN-II/demo-page.html" target="blank">Demo</a>]
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  The abstract from the paper is the following:
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  We uploaded a pre-trained model trained on the spatialized DNS challenge dataset to Hugging Face.
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+ ## Using pre-trained model (spatialized DNS challenge dataset)
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  Download `deftan-II.py` and `max.pt` to `your\path\`.
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  You may import the DeFTAN-II class and load the `state_dict` using the code below.
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