Robust sound event classification using deep neural networks

I McLoughlin, H Zhang, Z Xie, Y Song… - IEEE/ACM Transactions …, 2015 - ieeexplore.ieee.org
The automatic recognition of sound events by computers is an important aspect of emerging
applications such as automated surveillance, machine hearing and auditory scene …

Temporal video segmentation to scenes using high-level audiovisual features

P Sidiropoulos, V Mezaris… - … on Circuits and …, 2011 - ieeexplore.ieee.org
In this paper, a novel approach to video temporal decomposition into semantic units, termed
scenes, is presented. In contrast to previous temporal segmentation approaches that employ …

Noise robust sound event classification with convolutional neural network

I Ozer, Z Ozer, O Findik - Neurocomputing, 2018 - Elsevier
Automatic sound recognition (ASR) is a remarkable field of research in recent years. The
ability to automatically recognize sound events through computers in a complex audio …

Increasing Importance of Joint Analysis of Audio and Video in Computer Vision: A Survey

A Shahabaz, S Sarkar - IEEE Access, 2024 - ieeexplore.ieee.org
The joint analysis of audio and video is a powerful tool that can be applied to various
contexts, including action, speech, and sound recognition, audio-visual video parsing …

Polyphonic sound event detection using temporal-frequency attention and feature space attention

Y Jin, M Wang, L Luo, D Zhao, Z Liu - Sensors, 2022 - mdpi.com
The complexity of polyphonic sounds imposes numerous challenges on their classification.
Especially in real life, polyphonic sound events have discontinuity and unstable time …

Sound event recognition using auditory-receptive-field binary pattern and hierarchical-diving deep belief network

CY Wang, JC Wang, A Santoso… - … /ACM Transactions on …, 2017 - ieeexplore.ieee.org
Automatic sound event recognition (SER) has recently attracted renewed interest. Although
practical SER system has many useful applications in everyday life, SER is challenging …

A capsule network with pixel-based attention and BGRU for sound event detection

J Meng, X Wang, J Wang, X Teng, Y Xu - Digital Signal Processing, 2022 - Elsevier
Sound event detection has recently become a hot topic in the sound process while
discontinuous and overlapping sound events still pose challenges for sound event …

Deep learning based framework for underwater acoustic signal recognition and classification

H Wu, Q Song, G Jin - Proceedings of the 2018 2nd International …, 2018 - dl.acm.org
The recognition and classification are important to the research contents like underwater
acoustic signal processing. Generally, the state-of-the-art signal recognition systems depend …

Lanczos kernel based spectrogram image features for sound classification

I Ozer, Z Ozer, O Findik - Procedia computer science, 2017 - Elsevier
Automatic sound recognition (ASR) is a prominently emerging research area in recent years
Recognition of sound events automatically through the computers in the complex audio …

Acoustic super models for large scale video event detection

R Mertens, H Lei, L Gottlieb, G Friedland… - Proceedings of the …, 2011 - dl.acm.org
Given the exponential growth of videos published on the Internet, mechanisms for clustering,
searching, and browsing large numbers of videos have become a major research area …