26-30 July 2026

EMBC 2026

Toronto, Canada
Tu.3.10: Neuroimaging, Brain Tumor Analysis & Structural Brain Biomarkers
Tuesday, 28 July, 14:30 - 16:00
Location: Room 701A
Session Type: Oral
Session Co-Chairs: Yang Dai and Bramsh Qamar Chandio
Theme 9: Biomedical & Health Informatics
Tue, 28 Jul, 14:30 - 14:45

Tu.3.10.1: VAE-REGULARIZED NEURAL NETWORKS FOR ROBUST AND EFFICIENT MENINGIOMA BRAIN TUMOR SEGMENTATION IN MRI
Nima Sadeghzadeh, The University of Auckland; Jason A. Correia, Auckland City and Children Hospitals; Brendan Davis, Brisbane Clinical Neuroscience Centre; Samantha J. Holdsworth, Poul M. F. Nielsen, Richard L. M. Faull, The University of Auckland; Sung-min Jun, Auckland City Hospitals; Hamid Abbasi, The University of Auckland
Tue, 28 Jul, 14:45 - 15:00

Tu.3.10.2: MACHINE LEARNING-BASED PREDICTION OF FUTURE MENINGIOMA VOLUME FROM NEUROSURGEON-ASSESSED MRI AND CT FEATURES
Nima Sadeghzadeh, The University of Auckland; Brendan Davis, Brisbane Clinical Neuroscience Centre; Samantha J. Holdsworth, Poul M. F. Nielsen, Richard L. M. Faull, The University of Auckland; Jason A. Correia, Auckland City and Children Hospitals; Hamid Abbasi, The University of Auckland
Tue, 28 Jul, 15:00 - 15:15

Tu.3.10.3: EVALUATION OF NNU-NET FOR FCD II LESION SEGMENTATION IN FLAIR MRI
Yassien Tawfik, Mazen Marwan, Mohamed Yasser, Nancy Mahmoud, Madonna Mosaad, Cairo University; Mahmoud Salman, Western University; Tamer Basha, Cairo University; Aya Khalaf, Yale University
Tue, 28 Jul, 15:15 - 15:30

Tu.3.10.4: FROM BIOLOGICAL PRIORS TO ARCHITECTURAL CONSTRAINTS: DEEP MULTITASK LEARNING FOR MRI-BASED BREAST CANCER BIOMARKER PREDICTION
Pedro Vitor Lima, Jaime S. Cardoso, Hélder P. Oliveira, Institute for Systems and Computer Engineering, Technology and Science
Tue, 28 Jul, 15:30 - 15:45

Tu.3.10.5: REASONING-DRIVEN TUMOR IMAGE SYNTHESIS WITH ANATOMICAL CONTEXT
Huan-Yu Chen, National Tsing Hua University; Woan-Shiuan Chien, National Yang Ming Chiao Tung University; Ching-Heng Lin, Taichung Veteran General Hospital; Chi-Chun Lee, National Tsing Hua University
Tue, 28 Jul, 15:45 - 16:00

Tu.3.10.6: Individualized Normative Brain Deviations and Cognitive Profiles in Marginalized Adults with Complex Multimorbidity
Hengameh Marzbani, PhD student, The University of British Columbia (UBC); Ruiyang Ge, PhD Research Associate, University of British Columbia (UBC); Kristina Gicas, Assistant Professor, University of the Fraser Valley; Donna J. Lang, Associate Professor; Wayne Su, British Columbia Mental Health and Substance Use Services Research Institute; Alasdair M. Barr, Associate Professor; Allen E. Thornton, Professor; William G. Honer, Professor of Psychiatry; Fidel Vila-Rodriguez, Associate Professor of Psychiatry