UNet++ with Attention Mechanism for Hippocampus Segmentation

Author:

Cui Xueting1,Liang Thony Yan1,Aghili Marymossadat2,Adeyosoye Micheal1,Cid Rosie E. Curiel3,Lowenstein David4,Duara Ranjan5,Adjouadi Malek1

Affiliation:

1. Florida International University,Electrical and Computer Engineering,Miami,FL,USA

2. Microsoft,California,USA

3. University of Miami,Department of Neuropsychology,Miami,FL,USA

4. Center for Cognitive Neuroscience and Aging, University of Miami,Miami,FL,USA

5. Wien Center for Alzheimer's Disease and Memory Disorders, Mt Sinai Medical Center,Miami,FL,USA

Funder

National Science Foundation

National Institutes of Health - National Institute on Aging

1Florida Alzheimer's Disease Research Center

Publisher

IEEE

Reference11 articles.

1. Generalised dice over-lap as a deep learning loss function for highly unbalanced segmentations;sudre;CoRR,2017

2. Cbam: Convolutional block attention module;woo;Proceedings of the European Conference on Computer Vision (ECCV),0

3. A survey of loss functions for semantic segmentation

4. Utility of MRI in the identification of hippocampal sclerosis of aging

5. A deep learning model for early prediction of Alzheimer's disease dementia based on hippocampal magnetic resonance imaging data

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