26-30 July 2026

EMBC 2026

Toronto, Canada
We.3.2: Multimodal Clinical AI Systems
Wednesday, 29 July, 14:30 - 16:00
Location: Room 701A
Session Type: Oral
Session Co-Chairs: Soudeh Khoubrouy and Farshid Alizadeh
Theme 1: Biomedical Signal Processing
Wed, 29 Jul, 14:30 - 14:45

We.3.2.1: Federated Breast Cancer Detection Enhanced by Synthetic Ultrasound Image Augmentation
Hongyi Pan, Ziliang Hong, Gorkem Durak, Northwestern University; Ziyue Xu, NVIDIA; Ulas Bagci, Northwestern University
Wed, 29 Jul, 14:45 - 15:00

We.3.2.2: SYNTHETIC DIFFUSION IMAGING MAPS GENERATED BY 2D AND 3D PROBABILISTIC DIFFUSION MODELS: EVALUATION AND APPLICATIONS
Tamoghna Chattopadhyay, Chirag Jagad, Rudransh Kush, Vraj Dharmesh Desai, Sophia Thomopoulos, Julio Villalón-Reina, Jose Luis Ambite, University of Southern California; Greg Ver Steeg, University of California, Riverside; Paul Thompson, University of Southern California
Wed, 29 Jul, 15:00 - 15:15

We.3.2.3: PRETRAINING CNNS AND VISION TRANSFORMERS TO PREDICT DEMENTIA NEUROPATHOLOGY FROM BRAIN MRI
Tamoghna Chattopadhyay, Pavithra Senthilkumar, Rudransh Kush, Emma J. Gleave, Christopher Patterson, Sophia Thomopoulos, University of Southern California; Sterling C. Johnson, University of Wisconsin School of Medicine and Public Health; Elizabeth C. Mormino, Stanford University School of Medicine; Paul M. Thompson, University of Southern California
Wed, 29 Jul, 15:15 - 15:30

We.3.2.4: Automated Prediction of Postoperative Pancreatic Fistula Using Preoperative Computed Tomography
Ashok Choudhary, Chris Varghese, Leo Y. Li-Han, Frank G. Lee, Ellen L. Larson, Elizabeth B. Habermann, Cornelius A. Thiels, Hojjat Salehinejad, Mayo clinic
Wed, 29 Jul, 15:30 - 15:45

We.3.2.5: DREAM: Dynamic Retinal Enhancement with Adaptive Multi-modal Fusion for Expert Precision Medical Report Generation
Nagur Shareef Shaik, Teja Krishna Cherukuri, Dong Hye Ye, Georgia State University
Wed, 29 Jul, 15:45 - 16:00

We.3.2.6: POST-RECONSTRUCTION VOLUMETRIC REFINEMENT FOR ACCELERATED MRI VIA CROSS-PLANE CONSISTENCY
Alexander Nazarov, Nahum Kiryati, Tel-Aviv University; Dani Roizen, Gahl Greenberg, Arnaldo Mayer, Sheba Medical Center