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A CNN Sound Classification Mechanism Using Data Augmentation [PDF]
Sensors, 2023 Sound classification has been widely used in many fields. Unlike traditional signal-processing methods, using deep learning technology for sound classification is one of the most feasible and effective methods.
Hung-Chi Chu +2 more
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Forest Sound Classification Dataset: FSC22 [PDF]
Sensors, 2023 The study of environmental sound classification (ESC) has become popular over the years due to the intricate nature of environmental sounds and the evolution of deep learning (DL) techniques.
Meelan Bandara +4 more
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Heart sound classification based on improved mel-frequency spectral coefficients and deep residual learning [PDF]
Frontiers in Physiology, 2022 Heart sound classification plays a critical role in the early diagnosis of cardiovascular diseases. Although there have been many advances in heart sound classification in the last few years, most of them are still based on conventional segmented ...
Feng Li +4 more
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Classification of Heart Sound Signal Using Multiple Features
Applied Sciences, 2018 Cardiac disorders are critical and must be diagnosed in the early stage using routine auscultation examination with high precision. Cardiac auscultation is a technique to analyze and listen to heart sound using electronic stethoscope, an electronic ...
Yaseen, Gui-Young Son, Soonil Kwon
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A Survey on Artificial Intelligence-Based Acoustic Source Identification
IEEE Access, 2023 The concept of Acoustic Source Identification (ASI), which refers to the process of identifying noise sources has attracted increasing attention in recent years. The ASI technology can be used for surveillance, monitoring, and maintenance applications in
Ruba Zaheer +4 more
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Comparison of Pre-Trained CNNs for Audio Classification Using Transfer Learning
Journal of Sensor and Actuator Networks, 2021 The paper investigates retraining options and the performance of pre-trained Convolutional Neural Networks (CNNs) for sound classification. CNNs were initially designed for image classification and recognition, and, at a second phase, they extended ...
Eleni Tsalera +2 more
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A Review of Automated Bioacoustics and General Acoustics Classification Research
Sensors, 2022 Automated bioacoustics classification has received increasing attention from the research community in recent years due its cross-disciplinary nature and its diverse application.
Leah Mutanu +4 more
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Methods in Ecology and Evolution, 2022 Passive acoustic monitoring, a non‐invasive technique, is increasingly used to study animal populations and habitats at much larger spatial and temporal scales than standard methods.
Bruno Silva +4 more
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Applied Sciences, 2023 The use of continuous monitoring systems to control aspects such as noise pollution has grown in recent years. The commercial monitoring systems used to date only provide information on noise levels but do not identify the noise sources that generate ...
Itxasne Diez +4 more
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Environment Sound Classification System Based on Hybrid Feature and Convolutional Neural Network
Xibei Gongye Daxue Xuebao, 2020 At present, the environment sound recognition system mainly identifies environment sounds with deep neural networks and a wide variety of auditory features.
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