Audio-WestlakeU/VINP
Official PyTorch implementation of 'VINP: Variational Bayesian Inference with Neural Speech Prior for Joint ASR-Effective Speech Dereverberation and Blind RIR Identification' [IEEE TASLP]
Combines variational Bayesian inference with a neural speech prior DNN to jointly perform speech dereverberation and blind room impulse response (RIR) identification on reverberant audio. The method leverages a probabilistic graphical model based on cepstral-temporal filtering (CTF) to extract the anechoic speech prior and RIR estimates without requiring joint training with downstream ASR systems. Supports multi-GPU distributed training via PyTorch's torchrun, with evaluation tools for speech quality metrics, ASR performance (via Whisper), and RIR acoustic parameters (RT60/DRR).
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Language
Python
License
MIT
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Last pushed
Feb 23, 2026
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