AIMC Topic: Sound Recordings

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Endpoint-aware audio-visual speech enhancement utilizing dynamic weight modulation based on SNR estimation.

Neural networks : the official journal of the International Neural Network Society Jan 11, 2025
Integrating visual features has been proven effective for deep learning-based speech quality enhancement, particularly in highly noisy environments. However, these models may suffer from redundant information, resulting in performance deterioration w...
Sound Spectrography Signal-To-Noise Ratio Speech Noise Voice Sound Recordings Speech Intelligibility Speech Perception Humans Neural Networks, Computer Deep Learning
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Prediction of Sleep Stages Via Deep Learning Using Smartphone Audio Recordings in Home Environments: Model Development and Validation.

Journal of medical Internet research Jun 1, 2023
BACKGROUND: The growing public interest and awareness regarding the significance of sleep is driving the demand for sleep monitoring at home. In addition to various commercially available wearable and nearable devices, sound-based sleep staging via d...
Deep Learning Smartphone Humans Sound Recordings Sleep Sleep Stages Home Environment
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Deep Learning-Based Venous Gas Emboli Grade Classification in Doppler Ultrasound Audio Recordings.

IEEE transactions on bio-medical engineering Apr 20, 2023
OBJECTIVE: Doppler ultrasound (DU) is used to detect venous gas emboli (VGE) post dive as a marker of decompression stress for diving physiology research as well as new decompression procedure validation to minimize decompression sickness risk. In th...
Embolism, Air Sound Recordings Deep Learning Ultrasonography, Doppler Decompression Sickness Humans
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Diagnosis of Early Glottic Cancer Using Laryngeal Image and Voice Based on Ensemble Learning of Convolutional Neural Network Classifiers.

Journal of voice : official journal of the Voice Foundation Sep 6, 2022
OBJECTIVES: The purpose of study is to improve the classification accuracy by comparing the results obtained by applying decision tree ensemble learning, which is one of the methods to increase the classification accuracy for a relatively small datas...
Laryngeal Neoplasms Glottis Sound Recordings Voice Laryngoscopy Video Recording Diagnosis, Computer-Assisted Convolutional Neural Networks Early Detection of Cancer Decision Trees Adult Humans Male Retrospective Studies
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Machine Learning-Based Cry Diagnostic System for Identifying Septic Newborns.

Journal of voice : official journal of the Voice Foundation Feb 19, 2022
BACKGROUND AND OBJECTIVE: Processing the newborns' cry audio signal (CAS) provides valuable information about the newborns' condition. This information can be used to diagnose the disease. This article analyzes the CASs of newborns under two months o...
Monitoring, Physiologic Female Principal Component Analysis Infant Infant, Newborn Crying Male Sepsis Humans Sound Recordings Machine Learning
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Deep learning-based computer-aided heart sound analysis in children with left-to-right shunt congenital heart disease.

International journal of cardiology Dec 10, 2021
OBJECTIVE: The purpose of this study was to explore a new algorithm model capable of leverage deep learning to screen and diagnose specific types of left-to-right shunt congenital heart disease (CHD) in children.
Heart Septal Defects, Atrial Sound Recordings Heart Sounds Ductus Arteriosus, Patent Stroke Volume Humans Deep Learning Computers Child Ventricular Function, Left Heart Defects, Congenital
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