Classification and analysis of Alzheimer's Disease using Deep Learning methods on MRI and PET
- Title
- Classification and analysis of Alzheimer's Disease using Deep Learning methods on MRI and PET
- Creator
- Antony F.; Anita H B.
- Description
- Alzheimer's disease (AD) falls in the category of neurodegenerative illness in which an individual loses his or her power to remember things and behaviors. It affects memory in younger patients and as it progresses causes diffuse cortical functions. However, a major issue with the diagnosis and treatment of AD symptoms is that it has complex pathogenesis because of which there is no clinical intervention for its treatment. There is no disease-modifying treatment to cure AD symptoms that increases co-morbidities among the patients. The present research identified this gap and focuses on using Deep Learning methods on MRI and PET data so that there is early diagnosis of AD by healthcare experts and they could propose a better treatment process for reducing AD symptoms. The present research identified that by using deep learning-based approaches particularly ResNet50 architecture, there is the execution of quantitative assessment of brain MRI and PET to acquire insights about the internal abnormalities through self-learning features. It will help in initiating proper treatment and avoiding damage to the brain further. 2022 IEEE.
- Source
- 2022 5th International Conference on Multimedia, Signal Processing and Communication Technologies, IMPACT 2022
- Date
- 2022-01-01
- Publisher
- Institute of Electrical and Electronics Engineers Inc.
- Subject
- Alzheimer's Disease; Convolutional Neural Networks; Deep Learning; MRI; PET; ResNet50
- Coverage
- Antony F., Deemed to Be University, Department of Computer Science Christ, Bangalore, India; Anita H B., Deemed to Be University, Department of Computer Science Christ, Bangalore, India
- Rights
- Restricted Access
- Relation
- ISBN: 978-166547647-8
- Format
- Online
- Language
- English
- Type
- Conference paper
Collection
Citation
Antony F.; Anita H B., “Classification and analysis of Alzheimer's Disease using Deep Learning methods on MRI and PET,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 25, 2025, https://archives.christuniversity.in/items/show/20183.