Article

CycleGAN-based Data Augmentation to Improve Generalizability Alzheimer’s Diagnosis using Deep Learning

2024-04-19

Abstract excerpt

<title>Abstract</title> <p>Alzheimer's disease is a degenerative condition that progressively damages brain neurons, ultimately leading to dementia and death. Despite the limited number of available samples, effective diagnostic methods are crucial to diagnose Alzheimer's disease. Typically, a combination of laboratory and neuro-psychological testing is employed for diagnosis. The decrease in brain mass linked to...

Topics

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

Identifiers and source

Literature Corpus work: 32e5c1db-b62a-5741-9b61-104adf66942f
DOI: 10.21203/rs.3.rs-4141650/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

CycleGAN-based Data Augmentation to Improve Generalizability Alzheimer’s Diagnosis using Deep LearningDOI 10.21203/rs.3.rs-4141650/v1Read

Three-round learning strategy based on 3D Deep Convolutional GANs for Alzheimer’s disease stagingSemantic proximity Read

WITHDRAWN: A Hybrid Deep Learning Framework to Predict Alzheimer’s Disease Progression Using Generative Adversarial Networks and Deep Convolutional Neural NetworksSemantic proximity Read

Alzheimer’s Disease Classification Accuracy is Improved by MRI Harmonization based on Attention-Guided Generative Adversarial NetworksSemantic proximity Read

Cross-Modality Synthetic Data Augmentation using GANs: Enhancing Brain MRI and Chest X-ray ClassificationSemantic proximity Read

Enhancing MR imaging driven Alzheimer’s disease classification performance using generative adversarial learningSemantic proximity Read

Improving the generalization of Deep Learning Classification Models in Medical Imaging using Transfer Learning and Generative Adversarial NetworksSemantic proximity Read

Multimodal deep learning framework for Alzheimer’s stage classification using GAN-augmented MRI and clinical dataSemantic proximity Read

Early Detection of Alzheimer’s Disease Using Generative Models: A Review of GANs and Diffusion Models in Medical ImagingSemantic proximity Read

MedGAN-Net:a computer-aided diagnosis approach based on deep learning for COVID-19 with CT imagesSemantic proximity Read

Review of Deep Learning Techniques for Neurological Disorders DetectionSemantic proximity Read

Generalizability, Interpretability, and Clinical Readiness of Deep Learning Methods for Alzheimer’s Disease: A Systematic Literature ReviewSemantic proximity Read

Data Augmentation Using Generative Adversarial Networks (GANs) For GAN-Based Detection Of Pneumonia And COVID-19 In Chest X-Ray ImagesSemantic proximity Read