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Bedside caregivers assess infants' pain at constant intervals by observing specific behavioral and physiological signs of pain. This standard has two main limitations. The first limitation is the intermittent assessment of pain, which might…

Computer Vision and Pattern Recognition · Computer Science 2019-01-17 Ghada Zamzmi , Dmitry Goldgof , Rangachar Kasturi , Yu Sun , Terri Ashmeade

Infant cry emotion recognition is crucial for parenting and medical applications. It faces many challenges, such as subtle emotional variations, noise interference, and limited data. The existing methods lack the ability to effectively…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-24 Junyu Zhou , Yanxiong Li , Haolin Yu

Infant crying can serve as a crucial indicator of various physiological and emotional states. This paper introduces a comprehensive approach detecting infant cries within audio data. We integrate Wav2Vec with traditional audio features and…

Since the 1960s, neonatal clinicians have known that newborns suffering from certain neurological conditions exhibit altered crying patterns such as the high-pitched cry in birth asphyxia. Despite an annual burden of over 1.5 million infant…

Perinatal Asphyxia is one of the top three causes of infant mortality in developing countries, resulting to the death of about 1.2 million newborns every year. At its early stages, the presence of asphyxia cannot be conclusively determined…

Applications · Statistics 2018-08-28 Charles C. Onu

This paper addresses the problem of infants' cry fundamental frequency estimation. The fundamental frequency is estimated using a modified simple inverse filtering tracking (SIFT) algorithm. The performance of the modified SIFT is studied…

Sound · Computer Science 2010-09-16 Dror Lederman

The cries of several full term newborns, recorded during blood sampling, were analyzed. Spectrograms showed the appearance of irregular patterns related to the pain assessed using the method of the DAN scale. In particular, the appearance…

Chaotic Dynamics · Physics 2009-11-11 A. Facchini , C. V. Bellieni , N. Marchettini , F. M. Pulselli , E. B. P. Tiezzi

Neonatal pain assessment in clinical environments is challenging as it is discontinuous and biased. Facial/body occlusion can occur in such settings due to clinical condition, developmental delays, prone position, or other external factors.…

Computer Vision and Pattern Recognition · Computer Science 2020-03-25 Md Sirajus Salekin , Ghada Zamzmi , Rahul Paul , Dmitry Goldgof , Rangachar Kasturi , Thao Ho , Yu Sun

Most existing cry detection models have been tested with data collected in controlled settings. Thus, the extent to which they generalize to noisy and lived environments is unclear. In this paper, we evaluate several established machine…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-18 Xuewen Yao , Megan Micheletti , Mckensey Johnson , Edison Thomaz , Kaya de Barbaro

Despite continuing medical advances, the rate of newborn morbidity and mortality globally remains high, with over 6 million casualties every year. The prediction of pathologies affecting newborns based on their cry is thus of significant…

Machine Learning · Computer Science 2020-03-20 Charles C. Onu , Jonathan Lebensold , William L. Hamilton , Doina Precup

Understanding the meaning of infant cries is a significant challenge for young parents in caring for their newborns. The presence of background noise and the lack of labeled data present practical challenges in developing systems that can…

Sound · Computer Science 2025-02-05 Mengze Hong , Chen Jason Zhang , Lingxiao Yang , Yuanfeng Song , Di Jiang

Chronic pain is a multi-dimensional experience, and pain intensity plays an important part, impacting the patients emotional balance, psychology, and behaviour. Standard self-reporting tools, such as the Visual Analogue Scale for pain, fail…

Computation and Language · Computer Science 2024-08-09 Diogo A. P. Nunes , Joana Ferreira-Gomes , Daniela Oliveira , Carlos Vaz , Sofia Pimenta , Fani Neto , David Martins de Matos

Infant cry detection is a crucial component of baby care system. In this paper, we propose a lightweight and robust method for infant cry detection. The method leverages blueprint separable convolutions to reduce computational complexity,…

Sound · Computer Science 2025-08-28 Haolin Yu , Yanxiong Li

This paper addresses a major challenge in acoustic event detection, in particular infant cry detection in the presence of other sounds and background noises: the lack of precise annotated data. We present two contributions for supervised…

Background: Infant cry acoustics provide a promising window into early neurodevelopment and may serve as scalable biomarkers for neurodevelopmental disorders. However, conventional microphone-based recordings are highly susceptible to…

Sound · Computer Science 2026-05-28 Winko W. An , Saketh Sundar , Lisa Yankowitz , Daryush D. Mehta , Carol L. Wilkinson

Stuttering is a complex speech disorder that can be identified by repetitions, prolongations of sounds, syllables or words, and blocks while speaking. Severity assessment is usually done by a speech therapist. While attempts at automated…

Quantitative Methods · Quantitative Biology 2020-06-17 Sebastian P. Bayerl , Florian Hönig , Joelle Reister , Korbinian Riedhammer

From the original abstract: This thesis initially aims to study the pain assessment process from a clinical-theoretical perspective while exploring and examining existing automatic approaches. Building on this foundation, the primary…

Artificial Intelligence · Computer Science 2025-05-13 Stefanos Gkikas

Every year, 3 million newborns die within the first month of life. Birth asphyxia and other breathing-related conditions are a leading cause of mortality during the neonatal phase. Current diagnostic methods are too sophisticated in terms…

The detection and analysis of infant cry and snoring events are crucial tasks within the field of audio signal processing. While existing datasets for general sound event detection are plentiful, they often fall short in providing…

Sound · Computer Science 2025-04-03 Qingyu Liu , Longfei Song , Dongxing Xu , Yanhua Long

Dysarthria is a neurological speech disorder that can significantly impact affected individuals' communication abilities and overall quality of life. The accurate and objective classification of dysarthria and the determination of its…

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