Acoustic scene classification: a comprehensive survey
Acoustic scene classification (ASC) has gained significant interest recently due to its diverse
applications. Various audio signal processing and machine learning methods have been …
applications. Various audio signal processing and machine learning methods have been …
A survey on preprocessing and classification techniques for acoustic scene
There are lots of research papers for ASC, and in recent years it is rapidly increasing.
DCASE also provides different types of competition for the submission of several papers to …
DCASE also provides different types of competition for the submission of several papers to …
Relation-guided acoustic scene classification aided with event embeddings
In real life, acoustic scenes and audio events are naturally correlated. Humans instinctively
rely on fine-grained audio events as well as the overall sound characteristics to distinguish …
rely on fine-grained audio events as well as the overall sound characteristics to distinguish …
Multitask learning for acoustic scene classification with topic-based soft labels and a mutual attention mechanism
Y Leng, J Zhuang, J Pan, C Sun - Knowledge-Based Systems, 2023 - Elsevier
Acoustic scene classification (ASC) is a fundamental task of computational sound scene
analysis that aims to identify the acoustic environment via audio. Many multitask learning …
analysis that aims to identify the acoustic environment via audio. Many multitask learning …
Lightweight deep neural networks for acoustic scene classification and an effective visualization for presenting sound scene contexts
In this paper, we propose lightweight deep neural networks for Acoustic Scene Classification
(ASC) and a visualization method for presenting a sound scene context. To this end, we first …
(ASC) and a visualization method for presenting a sound scene context. To this end, we first …
Low-complexity acoustic scene classification using data augmentation and lightweight ResNet
We present a work on low-complexity acoustic scene classification (ASC) with multiple
devices, namely the subtask A of Task 1 of the DCASE2021 challenge. This subtask focuses …
devices, namely the subtask A of Task 1 of the DCASE2021 challenge. This subtask focuses …
Attentive max feature map and joint training for acoustic scene classification
Various attention mechanisms are being widely applied to acoustic scene classification.
However, we empirically found that the attention mechanism can excessively discard …
However, we empirically found that the attention mechanism can excessively discard …
Robust, general, and low complexity acoustic scene classification systems and an effective visualization for presenting a sound scene context
In this paper, we present a comprehensive analysis of Acoustic Scene Classification (ASC),
the task of identifying the scene of an audio recording from its acoustic signature. In …
the task of identifying the scene of an audio recording from its acoustic signature. In …
Hierarchical classification for acoustic scenes using deep learning
B Ding, T Zhang, G Liu, C Wang - Applied Acoustics, 2023 - Elsevier
Abstract Acoustic Scene Classification (ASC) aims to obtain the sound environment by
analyzing audio signals. Due to the low complexity and acquisition cost of audio signals …
analyzing audio signals. Due to the low complexity and acquisition cost of audio signals …
How information on acoustic scenes and sound events mutually benefits event detection and scene classification tasks
A Igarashi, K Imoto, Y Komatsu… - 2022 Asia-Pacific …, 2022 - ieeexplore.ieee.org
Acoustic scene classification (ASC) and sound event detection (SED) are fundamental tasks
in environmental sound analysis, and many methods based on deep learning have been …
in environmental sound analysis, and many methods based on deep learning have been …