26-30 July 2026

EMBC 2026

Toronto, Canada
Th.2.4.5

EVALUATION OF FOUNDATION MODELS AND CLASS IMBALANCE STRATEGIES FOR AMYLOID PLAQUE SEGMENTATION

Evan Abdollahi, Bayla Breningstall, Michael S. Bienkowski, University of Southern California

Session:
Th.2.4: Alzheimer’s & Neurodegenerative Disease AI II Oral

Track:
Biomedical Imaging and Image Processing

Location:
Room 701A

Presentation Time:
Thursday, 30 July, 11:15 - 11:30

Session Co-Chairs:
Marisa Pesola and Ksenia Pominova
Presentation
Discussion
Resources
No resources available.
Session Th.2.4
Th.2.4.1: PRELIMINARY LONGITUDINAL CHANGES IN POST-STROKE CEREBELLAR MICROSTRUCTURE AND COGNITION REVEALED BY ADVANCED DIFFUSION MRI
Diego Caban-Rivera, Northwestern University; Sebastian Urday, Northwestern University Feinberg School of Medicine; Katie Taran, Miguel Montero, Rebecca Clements, Molly Bright, Northwestern University; Jordan Grafman, Richard Harvey, Shirley Ryan AbilityLab; Carson Ingo, Northwestern University
Th.2.4.2: MAPPING FOCAL AND GENERALIZED EFFECTS OF COMMON GENETIC VARIANTS ON HUMAN BRAIN STRUCTURE
Emma Gleave, University of Southern California; Luis Garcia-Marin, Zuriel Ceja, Miguel Renteria, QIMR Berghofer; Tamoghna Chattopadhyay, University of Southern California; Christian Gaser, Jena University Hospital; Priya Rajagopalan, Paul Thompson, University of Southern California
Th.2.4.3: A Multimodal Fusion Network with Logits-Guided Attention and Similarity-Guided Gated Fusion for Early Alzheimer’s Disease Diagnosis
Ronglin Zhang, Gai Li, Jiaqiang Li, Nina Cheng, Baiying Lei, Peng Yang, Shenzhen University
Th.2.4.4: CC-Diff: Class-Conditioned Diffusion-Based Data Balancing for Alzheimer’s Disease MRI Classification
Md Minul Alam, Shahram Latifi, University of Nevada Las Vegas
Th.2.4.5: EVALUATION OF FOUNDATION MODELS AND CLASS IMBALANCE STRATEGIES FOR AMYLOID PLAQUE SEGMENTATION
Evan Abdollahi, Bayla Breningstall, Michael S. Bienkowski, University of Southern California
Th.2.4.6: Tractometry-Based Quantification of Along-Tract White-Matter Hemispheric Asymmetry in Alzheimer’s Disease
Bramsh Qamar Chandio, West Virginia University; Yixue Feng, Iyad Ba Gari, Jonathan Davis Alibrando, Sophia Thomopoulos, Julio Villalón-Reina, Kenny Liou, Sunanda Somu, Hannah Yoo, Talia Nir, University of Southern California; Eleftherios Garyfallidis, Indiana University Bloomington; Eileen Luders, University of Auckland; Fang-Cheng Yeh, University of Pittsburgh; Neda Jahanshad, Paul Thompson, University of Southern California
Resources
No resources available.