Automatic scene recognition through acoustic classification for behavioral robotics

S Aziz, M Awais, T Akram, U Khan, M Alhussein… - Electronics, 2019 - mdpi.com
Classification of complex acoustic scenes under real time scenarios is an active domain
which has engaged several researchers lately form the machine learning community. A …

Investigation of acoustic and visual features for acoustic scene classification

J Xie, M Zhu - Expert Systems with Applications, 2019 - Elsevier
Acoustic scene classification has gained great interests in recent years due to its diverse
applications. Various acoustic and visual features have been proposed and evaluated …

An audio data representation for traffic acoustic scene recognition

D Jiang, D Huang, Y Song, K Wu, H Lu, Q Liu… - IEEE …, 2020 - ieeexplore.ieee.org
Acoustic scene recognition (ASR), recognizing acoustic environments given an audio
recording of the scene, has a wide range of applications, eg robotic navigation and audio …

Combining temporal features by local binary pattern for acoustic scene classification

W Yang, S Krishnan - IEEE/ACM Transactions on Audio …, 2017 - ieeexplore.ieee.org
The popular frequency-domain features Mel-frequency cepstral coefficients (MFCCs) have
been widely used for the task of acoustic scene classification (ASC). The MFCC feature …

Sound-event classification using robust texture features for robot hearing

J Ren, X Jiang, J Yuan… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Sound-event classification often utilizes time-frequency analysis, which produces an image-
like spectrogram. Recent approaches such as spectrogram image features and subband …

Enhanced LBP texture features from time frequency representations for acoustic scene classification

S Abidin, R Togneri, F Sohel - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
This paper introduces the use of local binary patterns (LBP) extracted from a time-frequency
representation (TFR) for acoustic scene classification. As LBP provides a description of the …

[PDF][PDF] Acoustic scene classification using block-based MFCC features

V Ghodasara, S Waldekar, D Paul… - … and classification of …, 2016 - dcase.community
ABSTRACT Acoustic Scene Classification (ASC) is receiving wide spread attention due to its
wide variety of applications in smart wearable devices, surveillance, life log diarization etc …

Learning and fusing multimodal deep features for acoustic scene categorization

Y Yin, RR Shah, R Zimmermann - Proceedings of the 26th ACM …, 2018 - dl.acm.org
Convolutional Neural Networks (CNNs) have been widely applied to audio classification
recently where promising results have been obtained. Previous CNN-based systems mostly …

Two-level fusion-based acoustic scene classification

S Waldekar, G Saha - Applied Acoustics, 2020 - Elsevier
Growing demands from applications like surveillance, archiving, and context-aware devices
have fuelled research towards efficient extraction of useful information from environmental …

Hybrid computerized method for environmental sound classification

SL Ullo, SK Khare, V Bajaj, GR Sinha - IEEE Access, 2020 - ieeexplore.ieee.org
Classification of environmental sounds plays a key role in security, investigation, robotics
since the study of the sounds present in a specific environment can allow to get significant …