Research on speech enhancement algorithm of multiresolution cochleagram based on skip connection deep neural network

C Lan, YQ Wang, L Zhang, C Liu, X Lin - Journal of Sensors, 2022 - Wiley Online Library
The speech enhancement effect of traditional deep learning algorithms is not ideal under
low signal‐to‐noise ratios (SNR). Skip connections‐deep neural network (Skip‐DNN) …

Fused lasso algorithm based on novel non-convex regularization in sparse domain for audio signal enhancement

P Kittisuwan, P Akkaraekthalin - Fluctuation and Noise Letters, 2023 - World Scientific
In this work, we present the fused lasso algorithm in the wavelet domain for audio signal
enhancement. The fused lasso algorithm gives more efficiency than other methods because …

A new multi-stream approach using acoustic and visual features for robust speech recognition system

N Radha, A Shahina, AN Khan… - Materials Today …, 2022 - Elsevier
Abstract Building a robust Automatic Speech Recognition (ASR) system and improving
recognition accuracy in adverse conditions is still a challenging task. One way to improve …

[引用][C] Constructing Signal from Imperfect Data without Prior Information and Training Data

P Kittisuwan, K Woradit - Fluctuation and Noise Letters, 2024 - World Scientific
In many situations, the signal can be disrupted not only by noise but also by missing data.
Many works present deep learning techniques to solve the noise and missing-data …