@inproceedings{50d2c15b863a422681f052fe9f0d93ad,
title = "Cross-cohort dementia identification using transfer learning with FDG-PET imaging",
abstract = "Machine learning has recently been applied to the identification of dementia syndromes. Accurately labeled PET brain scans used to train machine learning models, however, are difficult to obtain in the clinical environment. Hence we propose a dementia classification method using transfer learning. The main focus of our research is to train a machine learning model using an accurately labeled source image cohort and an unlabeled target image cohort jointly, and then use this model to label the unlabeled target cohort. We show the effectiveness of this knowledge transfer approach by comparing the proposed method to several other methods on public and private image cohorts.",
keywords = "Alzheimer's disease, Clustering, Dementia, FDG-PET, Transfer learning",
author = "Shen Lu and Yong Xia and Weidong Cai and Feng, \{David Dagan\} and Michael Fulham",
note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 15th IEEE International Symposium on Biomedical Imaging, ISBI 2018 ; Conference date: 04-04-2018 Through 07-04-2018",
year = "2018",
month = may,
day = "23",
doi = "10.1109/ISBI.2018.8363869",
language = "英语",
series = "Proceedings - International Symposium on Biomedical Imaging",
publisher = "IEEE Computer Society",
pages = "1550--1554",
booktitle = "2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018",
}