[HTML][HTML] AI-based soundscape analysis: Jointly identifying sound sources and predicting annoyance

Y Hou, Q Ren, H Zhang, A Mitchell, F Aletta… - The Journal of the …, 2023 - pubs.aip.org
Soundscape studies typically attempt to capture the perception and understanding of sonic
environments by surveying users. However, for long-term monitoring or assessing …

Bridging discrete and continuous: A multimodal strategy for complex emotion detection

J Jia, H Zhang, J Liang - arXiv preprint arXiv:2409.07901, 2024 - arxiv.org
In the domain of human-computer interaction, accurately recognizing and interpreting
human emotions is crucial yet challenging due to the complexity and subtlety of emotional …

Learning from Taxonomy: Multi-label Few-Shot Classification for Everyday Sound Recognition

J Liang, H Phan, E Benetos - ICASSP 2024-2024 IEEE …, 2024 - ieeexplore.ieee.org
Humans categorise and structure perceived acoustic signals into hierarchies of auditory
objects. The semantics of these objects are thus informative in sound classification …

[PDF][PDF] Few-Shot Audio Classification Model for Detecting Classroom Interactions Using LaSO Features in Prototypical Networks

R Iqbal, C Ritz, J Yang, S Howard - apsipa2024.org
This research introduces an innovative approach to few-shot sound classification applied to
classroom sound recordings that integrates Label Set Operation (LaSO) features with …