A benchmark comparison of perceptual models for soundscapes on a large-scale augmented soundscape dataset

• Main Authors: Ooi, Kenneth, Watcharasupat, Karn N., Lam, Bhan, Ong, Zhen-Ting, Gan, Woon-Seng
• 其他作者: School of Electrical and Electronic Engineering
• 格式: Conference or Workshop Item
• 語言: English
• 出版: 2023
• 主題: Engineering::Electrical and electronic engineering; Soundscape Augmentation; Dataset; Regression; Classification; Deep Neural Networks
• 在線閱讀: https://hdl.handle.net/10356/164983; https://www.ica2022korea.org/data/Proceedings_A14.pdf; https://ica2022korea.org/
• 機構: Nanyang Technological University

Psychoacoustic indicators and spectrogram-based features are standard inputs to perceptual models for soundscape analysis. However, existing models in the soundscape literature are trained on different collections of input parameters and frequently mutually exclusive datasets, which complicates fair...