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Human brain development is rapid during infancy and early childhood. Many disease processes impair this development. Therefore, brain developmental age estimation (BDAE) is essential for all diseases affecting cognitive development. Brain…

Image and Video Processing · Electrical Eng. & Systems 2019-11-06 Mahdieh Shabanian , Eugene C. Eckstein , Hao Chen , John P. DeVincenzo

Determining if the brain is developing normally is a key component of pediatric neuroradiology and neurology. Brain magnetic resonance imaging (MRI) of infants demonstrates a specific pattern of development beyond simply myelination. While…

Image and Video Processing · Electrical Eng. & Systems 2021-12-28 Mahdieh Shabanian , Markus Wenzel , John P. DeVincenzo

The ability to determine if the brain is developing normally is a key component of pediatric neuroradiology and neurology. Brain magnetic resonance imaging (MRI) of infants demonstrates a specific pattern of development beyond simply…

Image and Video Processing · Electrical Eng. & Systems 2020-10-09 M. Shabanian , A. Siddiqui , H. Chen , J. P. DeVincenzo

In conventional clinical in-vitro fertilization practices embryos are transferred either at the cleavage or blastocyst stages of development. Cleavage stage transfers, particularly, are beneficial for patients with relatively poor prognosis…

Preterm infants (born between 28 and 37 weeks of gestation) face elevated risks of neurodevelopmental delays, making early identification crucial for timely intervention. While deep learning-based volumetric segmentation of brain MRI scans…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Lexin Ren , Jiamiao Lu , Weichuan Zhang , Benqing Wu , Tuo Wang , Yi Liao , Jiapan Guo , Changming Sun , Liang Guo

Understanding human fetal neurodevelopment is of great clinical importance as abnormal development is linked to adverse neuropsychiatric outcomes after birth. Recent advances in functional Magnetic Resonance Imaging (fMRI) have provided new…

Image and Video Processing · Electrical Eng. & Systems 2019-06-11 Xiangrui Li , Jasmine Hect , Moriah Thomason , Dongxiao Zhu

Important applications of advancements in machine learning, are in the area of healthcare, more so for neurological disorder detection. A crucial step towards understanding the neurological status, is to estimate the brain age using…

Image and Video Processing · Electrical Eng. & Systems 2024-07-10 Vamshi Krishna Kancharla , Neelam Sinha

Case Based Reasoning (CBR) is an intelligent way of thinking based on experience and capitalization of already solved cases (source cases) to find a solution to a new problem (target case). Retrieval phase consists on identifying source…

Artificial Intelligence · Computer Science 2012-11-20 Ibrahim El Bitar , Fatima-Zahra Belouadha , Ounsa Roudies

Developmental Dyslexia (DD) is a learning disability related to the acquisition of reading skills that affects about 5% of the population. DD can have an enormous impact on the intellectual and personal development of affected children, so…

Machine Learning · Computer Science 2020-12-14 F. J. Martinez-Murcia , A. Ortiz , Marco A. Formoso , M. Lopez-Zamora , J. L. Luque , A. Giménez

Cerebral Palsy (CP) is a prevalent motor disability in children, for which early detection can significantly improve treatment outcomes. While skeleton-based Graph Convolutional Network (GCN) models have shown promise in automatically…

Human-Computer Interaction · Computer Science 2025-03-24 Kimji N. Pellano , Inga Strümke , Daniel Groos , Lars Adde , Pål Haugen , Espen Alexander F. Ihlen

Motivation: In forensic or medico-legal investigation as well as in anthropology the gender determination of the subject (hit by a disastrous or any kind of traumatic situation) is mostly the first step. In state-of-the-art techniques the…

Computer Vision and Pattern Recognition · Computer Science 2018-11-14 Mumtaz A. Kaloi , Kun He

Convolutional neural networks (CNNs) are increasingly being used to automate the segmentation of brain structures in magnetic resonance (MR) images for research studies. In other applications, CNN models have been shown to exhibit bias…

Computer Vision and Pattern Recognition · Computer Science 2022-08-16 Stefanos Ioannou , Hana Chockler , Alexander Hammers , Andrew P. King

Myelination plays an important role in the neurological development of infant brain and MRI can visualize the myelination extension as T1 high and T2 low signal intensity at white matter. We tried to construct a convolutional neural network…

The development of effective treatments for Cerebral Palsy (CP) can begin with the early identification of affected children while they are still in the early stages of the disorder. Pathological issues in the brain can be better diagnosed…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Karan Kumar Singh , Nikita Gajbhiye , Gouri Sankar Mishra

Infants with a variety of complications at or before birth are classified as being at risk for developmental delays (AR). As they grow older, they are followed by healthcare providers in an effort to discern whether they are on a typical or…

Machine Learning · Computer Science 2018-10-16 David Goodfellow , Ruoyu Zhi , Rebecca Funke , Jose Carlos Pulido , Maja Mataric , Beth A. Smith

Hyperkinetic movement disorders (HMDs) in children, including dystonia (abnormal twisting) and chorea (irregular, random movements), pose significant diagnostic challenges due to overlapping clinical features. The prevalence of dystonia…

Computer Vision and Pattern Recognition · Computer Science 2024-11-26 Nandika Ramamurthy , Dr Daniel Lumsden , Dr Rachel Sparks

Childhood myopia constitutes a significant global health concern. It exhibits an escalating prevalence and has the potential to evolve into severe, irreversible conditions that detrimentally impact familial well-being and create substantial…

Computer Vision and Pattern Recognition · Computer Science 2025-04-16 Mengtian Kang , Yansong Hu , Shuo Gao , Yuanyuan Liu , Hongbei Meng , Xuemeng Li , Xuhang Chen , Hubin Zhao , Jing Fu , Guohua Hu , Wei Wang , Yanning Dai , Arokia Nathan , Peter Smielewski , Ningli Wang , Shiming Li

An estimated 15 million babies are born too early every year. Approximately 1 million children die each year due to complications of preterm birth (PTB). Many survivors face a lifetime of disability, including learning disabilities and…

Image and Video Processing · Electrical Eng. & Systems 2020-08-25 Tomasz Włodarczyk , Szymon Płotka , Przemysław Rokita , Nicole Sochacki-Wójcicka , Jakub Wójcicki , Michał Lipa , Tomasz Trzciński

Early diagnosis and intervention are clinically considered the paramount part of treating cerebral palsy (CP), so it is essential to design an efficient and interpretable automatic prediction system for CP. We highlight a significant…

Computer Vision and Pattern Recognition · Computer Science 2023-03-29 Haozheng Zhang , Hubert P. H. Shum , Edmond S. L. Ho

Prenatal ultrasound evaluates fetal growth and detects congenital abnormalities during pregnancy, but the examination of ultrasound images by radiologists requires expertise and sophisticated equipment, which would otherwise fail to improve…

Image and Video Processing · Electrical Eng. & Systems 2025-01-07 Yang Qi , Jiaxin Cai , Jing Lu , Runqing Xiong , Rongshang Chen , Liping Zheng , Duo Ma
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