Article

Activation maps of convolutional neural networks as a tool for brain degeneration tracking in early diagnosis of dementia in Parkinson's disease based on magnetic resonance imaging

2022-08-09

Abstract excerpt

<title>Abstract</title> <p>Identification of Parkinson's Disease (PD) patients at risk for development of dementia is crucial for early intervention. However, diagnosing dementia in PD patients requires advanced, time-consuming and expensive imaging techniques (such as DaT-SCAN-SPECT). The study aims to prove the usefulness of convolutional neural networks (CNN) for the identification of brain areas related to th...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 45d2b4c9-ab02-5130-b976-6492b8e0c1b6
DOI: 10.21203/rs.3.rs-362850/v2

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Activation maps of convolutional neural networks as a tool for brain degeneration tracking in early diagnosis of dementia in Parkinson's disease based on magnetic resonance imagingDOI 10.21203/rs.3.rs-362850/v2Read

Advancing Early Disease Detection through Convolutional Neural Network Architectures in Medical Image AnalysisSemantic proximity Read

Comparison of Anatomical and Diffusion MRI for detecting Parkinson’s Disease using Deep Convolutional Neural NetworkSemantic proximity Read

3D Convolutional Neural Networks for Classification of Alzheimer’s and Parkinson’s Disease with T1-Weighted Brain MRISemantic proximity Read

Review of Deep Learning Techniques for Neurological Disorders DetectionSemantic proximity Read

Differential Diagnosis of Cognitive Disorders using Deep Learning Techniques based on Neuroimaging DataSemantic proximity Read

Multimodal CNN-PD: A Parkinson's Disease Diagnostics Framework Using Multimodal Convolutional Neural NetworkSemantic proximity Read

Deep learning classification of MRI differentiates brain changes in genetic and idiopathic Parkinson’s diseaseSemantic proximity Read

Advanced Deep Learning Framework for Early Alzheimer’s Disease Classification and Disease MonitoringSemantic proximity Read

Application of CNN-SCN in early diagnosis of Alzheimer's diseaseSemantic proximity Read

A Deep Learning Approach for Classification and Diagnosis of Parkinson’s DiseaseSemantic proximity Read

An explainable attention-based multimodal MRI framework for Parkinson’s disease classification: a pilot feasibility and internal validation studySemantic proximity Read

Development of an interpretable deep learning system for the identification of patients with Alzheimer’s diseaseSemantic proximity Read