Deep Learning Approaches for Enhanced Audio Quality Through Noise Reduction

• Published in: 2024 International Conference on Communication, Computer Sciences and Engineering (IC3SE) pp. 447 - 453
• Main Authors: Lohani, Bhanu, Gautam, Chhavi Krishan, Kushwaha, Pradeep Kumar, Gupta, Amardeep
• Format: Conference Proceeding
• Language: English
• Published: IEEE 09.05.2024
• Subjects: Audio Denoising; Autoencoders; Background noise; Background Noises; Computational efficiency; Convolutional Neural Network; Deep learning; Multimedia communication; Numerical models; Signal Processing Metrics; Spectograms; Speech recognition; Telecommunications; Variational Autoencoders

In various applications like telecommunications, multimedia, speech recognition, and voice interfaces, background noise can significantly degrade audio quality and intelligibility. Traditional noise reduction methods such as spectral subtraction and Wiener filtering have limitations in handling comp...