Audio surveillance: A systematic review

M Crocco, M Cristani, A Trucco, V Murino - ACM Computing Surveys …, 2016 - dl.acm.org
Despite surveillance systems becoming increasingly ubiquitous in our living environment,
automated surveillance, currently based on video sensory modality and machine …

A novel approach for automatic acoustic novelty detection using a denoising autoencoder with bidirectional LSTM neural networks

E Marchi, F Vesperini, F Eyben… - … on acoustics, speech …, 2015 - ieeexplore.ieee.org
Acoustic novelty detection aims at identifying abnormal/novel acoustic signals which differ
from the reference/normal data that the system was trained with. In this paper we present a …

Context-dependent sound event detection

T Heittola, A Mesaros, A Eronen, T Virtanen - EURASIP Journal on audio …, 2013 - Springer
Abstract The work presented in this article studies how the context information can be used
in the automatic sound event detection process, and how the detection system can benefit …

Introduction to acoustic event and scene analysis

K Imoto - Acoustical Science and Technology, 2018 - jstage.jst.go.jp
Acoustic event and scene analysis has seen extensive development because it is valuable
in applications such as monitoring of elderly people and infants, surveillance, life-logging …

[HTML][HTML] Environmental noise monitoring using source classification in sensors

P Maijala, Z Shuyang, T Heittola, T Virtanen - Applied Acoustics, 2018 - Elsevier
Environmental noise monitoring systems continuously measure sound levels without
assigning these measurements to different noise sources in the acoustic scenes, therefore …

Evidence-driven sound detection for prenotification and identification of construction safety hazards and accidents

YC Lee, M Shariatfar, A Rashidi, HW Lee - Automation in Construction, 2020 - Elsevier
As the construction industry experiences a high rate of casualties and significant economic
loss associated with accidents, safety has always been a primary concern. In response …

An anomalous noise events detector for dynamic road traffic noise mapping in real-life urban and suburban environments

JC Socoró, F Alías, RM Alsina-Pagès - Sensors, 2017 - mdpi.com
One of the main aspects affecting the quality of life of people living in urban and suburban
areas is their continued exposure to high Road Traffic Noise (RTN) levels. Until now, noise …

Deep recurrent neural network‐based autoencoders for acoustic novelty detection

E Marchi, F Vesperini, S Squartini… - Computational …, 2017 - Wiley Online Library
In the emerging field of acoustic novelty detection, most research efforts are devoted to
probabilistic approaches such as mixture models or state‐space models. Only recent studies …

Sound event detection by multitask learning of sound events and scenes with soft scene labels

K Imoto, N Tonami, Y Koizumi… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
Sound event detection (SED) and acoustic scene classification (ASC) are major tasks in
environmental sound analysis. Considering that sound events and scenes are closely …

[PDF][PDF] Ensemble of Convolutional Neural Networks for Weakly-supervised Sound Event Detection Using Multiple Scale Input.

D Lee, S Lee, Y Han, K Lee - DCASE, 2017 - dcase.community
In this paper, we propose to use an ensemble of convolutional neural networks to detect
audio events in the automotive environment. Each of the networks is based on various …