Litcius/Paper detail

Navigating Neuroimaging Datasets ADNI for Alzheimer's Disease

Narisa Nan Chu, Haymanot Gebre-Amlak

2021IEEE Consumer Electronics Magazine10 citationsDOI

Abstract

Many researchers have used the Alzheimer's Disease Neuroimaging Initiative (ADNI) to project Alzheimer's disease patients' brain images. However, the learning curve required to use the ADNI is not trivial; supplements are required to work with the complexity of the subject matter and convoluted user interface in times of insufficient software extensions or technical support. Meanwhile, papers published about the ADNI have involved popular artificial intelligence models while showing uneven performance, many supplying incomparable accuracy figures. A tutorial is thus offered, beyond what can be found in the ADNI website, for furthering research about Alzheimer's disease. It also recommends areas of enhancements to make ADNI datasets more user-friendly.

Topics & Concepts

NeuroimagingComputer scienceSubject matterAlzheimer's Disease Neuroimaging InitiativeDiseaseData scienceSoftwareArtificial intelligenceMachine learningAlzheimer's diseaseNeurosciencePsychologyMedicinePathologyCurriculumPedagogyProgramming languageDementia and Cognitive Impairment ResearchMachine Learning in HealthcareAI in cancer detection