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Parkinson's disease (PD) is a chronic and complex neurodegenerative disorder influenced by genetic, clinical, and lifestyle factors. Predicting this disease early is challenging because it depends on traditional diagnostic methods that face…

Background: Parkinson's disease (PD) is a prevalent long-term neurodegenerative disease. Though the diagnostic criteria of PD are relatively well defined, the current medical imaging diagnostic procedures are expertise-demanding, and thus…

定量方法 · 定量生物学 2019-02-27 Jiahang Xu , Fangyang Jiao , Yechong Huang , Xinzhe Luo , Qian Xu , Ling Li , Xueling Liu , Chuantao Zuo , Ping Wu , Xiahai Zhuang

Accurate prediction of conversion from Mild Cognitive Impairment (MCI) to Alzheimers Diseases (AD) is essential for early intervention, however, developing reliable conversion predictive models is difficult to develop due to limited…

Alzheimer's disease (AD) is the most prevalent form of dementia, and its early diagnosis is essential for slowing disease progression. Recent studies on multimodal neuroimaging fusion using MRI and PET have achieved promising results by…

计算机视觉与模式识别 · 计算机科学 2025-11-05 Delin Ma , Menghui Zhou , Jun Qi , Yun Yang , Po Yang

Alzheimer's Disease (AD) is a non-curable progressive neurodegenerative disorder that affects the human brain, leading to a decline in memory, cognitive abilities, and eventually, the ability to carry out daily tasks. Manual diagnosis of…

图像与视频处理 · 电气工程与系统科学 2024-09-13 Santanu Roy , Archit Gupta , Shubhi Tiwari , Palak Sahu

Alzheimer's disease is one of the most common types of neurodegenerative disease, characterized by the accumulation of amyloid-beta plaque and tau tangles. Recently, deep learning approaches have shown promise in Alzheimer's disease…

图像与视频处理 · 电气工程与系统科学 2024-07-03 Gia Minh Hoang , Youngjoo Lee , Jae Gwan Kim

For effective treatment of Alzheimer disease (AD), it is important to identify subjects who are most likely to exhibit rapid cognitive decline. Herein, we developed a novel framework based on a deep convolutional neural network which can…

计算机视觉与模式识别 · 计算机科学 2017-04-21 Hongyoon Choi , Kyong Hwan Jin

Volumetric neuroimaging examinations like structural Magnetic Resonance Imaging (sMRI) are routinely applied to support the clinical diagnosis of dementia like Alzheimer's Disease (AD). Neuroradiologists examine 3D sMRI to detect and…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Lisa Anita De Santi , Jörg Schlötterer , Meike Nauta , Vincenzo Positano , Christin Seifert

Alzheimer's disease (AD) is a progressive neurodegenerative disease with high inter-patient variance in rate of cognitive decline. AD progression prediction aims to forecast patient cognitive decline and benefits from incorporating multiple…

机器学习 · 计算机科学 2025-09-17 Benjamin Burns , Yuan Xue , Douglas W. Scharre , Xia Ning

Static solutions don't serve a dynamic mind. Thus, we advocate a shift from static mental health diagnostic assessments to continuous, artificial intelligence (AI)-driven assessment. Focusing on Attention-Deficit/Hyperactivity Disorder…

人工智能 · 计算机科学 2025-10-10 Neil Natarajan , Sruthi Viswanathan , Xavier Roberts-Gaal , Michelle Marie Martel

Atypical Parkinsonian Disorders (APD), also known as Parkinson-plus syndrome, are a group of neurodegenerative diseases that include progressive supranuclear palsy (PSP) and multiple system atrophy (MSA). In the early stages, overlapping…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Mengyu Li , Ingibjörg Kristjánsdóttir , Thilo van Eimeren , Kathrin Giehl , Lotta M. Ellingsen , the ASAP Neuroimaging Initiative

Early and accurate diagnosis of Alzheimer Disease is critical for effective clinical intervention, particularly in distinguishing it from Mild Cognitive Impairment, a prodromal stage marked by subtle structural changes. In this study, we…

图像与视频处理 · 电气工程与系统科学 2025-10-08 Fahad Mostafa , Kannon Hossain , Hafiz Khan

Recent advancements in the acquisition of various brain data sources have created new opportunities for integrating multimodal brain data to assist in early detection of complex brain disorders. However, current data integration approaches…

图像与视频处理 · 电气工程与系统科学 2023-05-26 Reza Shirkavand , Liang Zhan , Heng Huang , Li Shen , Paul M. Thompson

Alzheimer's disease (AD) constitutes a complex neurocognitive disease and is the main cause of dementia. Although many studies have been proposed targeting at diagnosing dementia through spontaneous speech, there are still limitations.…

计算与语言 · 计算机科学 2023-08-24 Loukas Ilias , Dimitris Askounis

The current body of research on Parkinson's disease (PD) screening, monitoring, and management has evolved along two largely independent trajectories. The first research community focuses on multimodal sensing of PD-related biomarkers using…

信号处理 · 电气工程与系统科学 2025-11-11 Hassan Hizeh , Rim Chighri , Muhammad Mahboob Ur Rahman , Mohamed A. Bahloul , Ali Muqaibel , Tareq Y. Al-Naffouri

Dementia is a syndrome characterised by the decline of different cognitive abilities. Alzheimer's Disease (AD) is the most common dementia affecting cognitive domains such as memory and learning, perceptual-motion or executive function.…

计算机视觉与模式识别 · 计算机科学 2018-10-26 Juan Manuel Fernández Montenegro

Early diagnosis of dementia, particularly in the prodromal stage (i.e., mild cognitive impairment, or MCI), has become a research and clinical priority but remains challenging. Automated analysis of the drawing process has been studied as a…

信号处理 · 电气工程与系统科学 2022-11-17 Yasunori Yamada , Masatomo Kobayashi , Kaoru Shinkawa , Miyuki Nemoto , Miho Ota , Kiyotaka Nemoto , Tetsuaki Arai

Disease modifying therapies for Alzheimer's disease demand precise timing decisions, yet current predictive models require longitudinal observations and provide no uncertainty quantification, rendering them impractical at the critical first…

机器学习 · 计算机科学 2026-04-13 Alireza Moayedikia , Sara Fin , Uffe Kock Wiil

Modern medicine requires generalised approaches to the synthesis and integration of multimodal data, often at different biological scales, that can be applied to a variety of evidence structures, such as complex disease analyses and…

定量方法 · 定量生物学 2019-11-11 Devin Taylor , Simeon Spasov , Pietro Liò

It is essential to understand the complex structure of the human brain to develop new treatment approaches for neurodegenerative disorders (NDDs). This review paper comprehensively discusses the challenges associated with modelling the…

神经元与认知 · 定量生物学 2024-11-01 Hina Shaheen , Roderick Melnik