Instance-level loss based multiple-instance learning framework for acoustic scene classification
WG Choi, JH Chang, JM Yang, HG Moon - Applied Acoustics, 2024 - Elsevier
An acoustic scene is inferred by detecting properties combining diverse sounds and
acoustic environments. This study is intended to discover these properties effectively using …
acoustic environments. This study is intended to discover these properties effectively using …
Bi-level Acoustic Scene Classification Using Lightweight Deep Learning Model
V Spoorthy, SG Koolagudi - Circuits, Systems, and Signal Processing, 2024 - Springer
Identifying a scene based on the environment in which the related audio is recorded is
known as acoustic scene classification (ASC). In this paper, a bi-level light-weight …
known as acoustic scene classification (ASC). In this paper, a bi-level light-weight …
Bringing the Discussion of Minima Sharpness to the Audio Domain: A Filter-Normalised Evaluation for Acoustic Scene Classification
M Milling, A Triantafyllopoulos… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
The correlation between the sharpness of loss minima and generalisation in the context of
deep neural networks has been subject to discussion for a long time. Whilst mostly …
deep neural networks has been subject to discussion for a long time. Whilst mostly …