26-30 July 2026

EMBC 2026

Toronto, Canada
We.3.3: Deep Learning Architectures for Medical Image Segmentation
Wednesday, 29 July, 14:30 - 16:00
Location: Room 803AB
Session Type: Oral
Session Co-Chairs: Massoud Khraiche and Hangsik Shin
Theme 2: Biomedical Imaging and Image Processing
Wed, 29 Jul, 14:30 - 14:45

We.3.3.1: Toward Reliable Pneumonia CT Segmentation: A Federated Semi-Supervised Learning Approach
Zhengjie Ji, Ningbo Institute of Digital Twin, Eastern Institute of Technology; Shudi Bao, Ningbo Institute of Digital Twin, Eastern Institute of Technology；National Mobile Communications Research Laboratory, Southeast University; Meng Chen, Ningbo University of Technology
Wed, 29 Jul, 14:45 - 15:00

We.3.3.2: Align then Refine: Text-Guided 3D Prostate Lesion Segmentation
Cuiling Sun, Linkai Peng, Adam Murphy, Elif Keles, Hiten Patel, Ashley Ross, Frank Miller, Northwestern University; Baris Turkbey, National Cancer Institute; Andrea Bejar, Halil Aktas, Gorkem Durak, Ulas Bagci, Northwestern University
Wed, 29 Jul, 15:00 - 15:15

We.3.3.3: DEDFS: Dual Encoder and Decoder Fusion Sampling for Active Learning in Medical Image Segmentation
Yansong Huang, Southern University of Science and Technology; Li Lin, The University of Hong Kong; Yixiang Liu, Southern University of Science and Technology; Bowen Huang, Sun Yat-sen University Cancer Center; Xiaoying Tang, Southern University of Science and Technology
Wed, 29 Jul, 15:15 - 15:30

We.3.3.4: Segment Anything for Brightfield Microscopy at Any Magnification and Focus
Abdullah Tauqeer, Maryam Parsian, Amir Asif, Ali Sadeghi-Naini, York University
Wed, 29 Jul, 15:30 - 15:45

We.3.3.5: LEVERAGING AI UNCERTAINTY FOR TARGETED 3D MEDICAL IMAGE SEGMENTATION REVIEW
Filipa Sousa, Institute for Systems and Computer Engineering, Technology and Science; Cátia Costa, Fábio Nunes, Ricardo Fontes-Carvalho, Local Health Unit of Gaia and Espinho; Bram Packet, Laura Cattani, Helena Williams, KU Leuven; João Pedrosa, Institute for Systems and Computer Engineering, Technology and Science
Wed, 29 Jul, 15:45 - 16:00

We.3.3.6: Multimodal MRI Fusion for Cerebral Vessel Segmentation using Knowledge Distillation Framework
LINGFEN XIA, Sheir Nee Saw, university malaya