Fusion of acoustic and deep features for pig cough sound recognition

W Shen, N Ji, Y Yin, B Dai, D Tu, B Sun, H Hou… - … and Electronics in …, 2022 - Elsevier
The recognition of pig cough sound is a prerequisite for early warning of respiratory
diseases in pig houses, which is essential for detecting animal welfare and predicting …

Deep mutual attention network for acoustic scene classification

W Xie, Q He, Z Yu, Y Li - Digital Signal Processing, 2022 - Elsevier
Fusion strategies that utilize time-frequency features have achieved superior performance in
acoustic scene classification tasks. However, the existing fusion schemes are mainly …

Robust, general, and low complexity acoustic scene classification systems and an effective visualization for presenting a sound scene context

L Pham, D Salovic, A Jalali, A Schindler, K Tran… - arXiv preprint arXiv …, 2022 - arxiv.org
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 …

Deep learning frameworks applied for audio-visual scene classification

L Pham, A Schindler, M Schutz, J Lampert… - Data Science–Analytics …, 2022 - Springer
In this paper, we present deep learning frameworks for audio-visual scene classification
(SC) and indicate how individual visual, audio features as well as their combination affect …

Wider or deeper neural network architecture for acoustic scene classification with mismatched recording devices

L Pham, K Tran, D Ngo, H Tang, S Phan… - Proceedings of the 4th …, 2022 - dl.acm.org
In this paper, we present a robust and low complexity model for Acoustic Scene
Classification (ASC), the task of identifying the scene of an audio recording. We firstly …

An audio-visual dataset and deep learning frameworks for crowded scene classification

L Pham, D Ngo, T Nguyen, P Nguyen… - Proceedings of the 19th …, 2022 - dl.acm.org
In this paper, we present the task of audio-visual scene classification (SC) where input
videos are classified into one of five real-life crowded scenes:'Riot','Noise-Street','Firework …

[PDF][PDF] Audio-Visual Scene Classification Based on Multi-modal Graph Fusion.

H Lei, N Chen - INTERSPEECH, 2022 - isca-archive.org
Abstract Audio-Visual Scene Classification (AVSC) task tries to achieve scene classification
through joint analysis of the audio and video modalities. Most of the existing AVSC models …

A low-complexity deep learning framework for acoustic scene classification

L Pham, H Tang, A Jalali, A Schindler, R King… - Data Science–Analytics …, 2022 - Springer
In this paper, we presents a low-complexity deep learning frameworks for acoustic scene
classification (ASC). The proposed framework can be separated into three main steps: Front …

Instance-level loss based multiple-instance learning for acoustic scene classification

WG Choi, JH Chang, JM Yang, HG Moon - 2022 - osf.io
In acoustic scene classification (ASC) task, an acoustic scene consists of diverse attributes
and is inferred by identifying combinations of some distinct attributes among them. This …

[PDF][PDF] Novel Augmentation Schemes for Device Robust Acoustic Scene Classification.

S Sonowal, A Tamse - INTERSPEECH, 2022 - isca-archive.org
For audio classification tasks, one has access to the recordings from only a few microphones
while the system could be deployed for a wider range of microphones. This paper discusses …