Uncertainty Decoding with Adaptive Sampling for Noise Robust DNN-Based Acoustic Modeling

Although deep neural network (DNN) based acoustic models have obtained remarkable results, the automatic speech recognition (ASR) performance still remains low in noise and reverberant conditions. To address this issue, a speech enhancement front-end is often used before recognition to reduce noise. However, the front-end cannot fully suppress noise and… (More)