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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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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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Sensors, 2022 In view of the limited number of extracted sound features, the lack of in-depth analysis of applicable sound features, and the lack of in-depth study of the selection basis and optimization process of classification models in the existing broiler sound ...
Weige Tao +5 more
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Open set classification of sound event
Scientific Reports, 2023 Sound is one of the primary forms of sensory information that we use to perceive our surroundings. Usually, a sound event is a sequence of an audio clip obtained from an action.
Jie You, Wenqin Wu, Joonwhoan Lee
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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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An Optimal Approach for Heart Sound Classification Using Grid Search in Hyperparameter Optimization of Machine Learning [PDF]
Bioengineering, 2022 Heart-sound auscultation is one of the most widely used approaches for detecting cardiovascular disorders. Diagnosing abnormalities of heart sound using a stethoscope depends on the physician’s skill and judgment.
Yunendah Nur Fuadah +2 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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Improving Universal Sound Separation Using Sound Classification [PDF]
ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020 Deep learning approaches have recently achieved impressive performance on both audio source separation and sound classification. Most audio source separation approaches focus only on separating sources belonging to a restricted domain of source classes, such as speech and music.
Efthymios Tzinis +4 more
openaire +2 more sources