Analysis of Deep Learning Algorithm for Speech Separation: Implementation and Performance Evaluation

• Published in: 2023 International Conference on Network, Multimedia and Information Technology (NMITCON) pp. 1 - 6
• Main Authors: Udawant, Krushna S., Mali, Swapnil G., Mahajan, Shrinivas P.
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.09.2023
• Subjects: Analysis; Architecture; CNN; Deep Learning; DNN; Feature extraction; Multimedia communication; Noise measurement; Performance evaluation; Recording; Speech Separation; Supervised learning; Training

This research presents a novel deep learning-based method for accurately classifying speech sound sources in a given space. The proposed technique utilizes a carefully positioned microphone array to capture combined signals from various speakers, voices, and background noise. By treating speech sepa...