1. Kumar Abhishek, Jeremy Kawahara, and Ghassan Hamarneh. IMA++: ISIC Archive Multi-Annotator Dermoscopic Skin Lesion Segmentation Dataset. IEEE Data Descriptions, 000(000):1-12, 2026. Keyword(s): Dermatology/Skin, Color/Multichannel/Vector-valued, Machine Learning, Deep Learning, Segmentation, Annotation Noise and Disagreement, Multi-Annotator, Datasets.



2. Christian Hallgrimson, Y. Lydia Li, Claire A. Shou, Ben Cardoen, John Lim, Timothy H. Wong, Ismail M. Khater, Ivan Robert Nabi, and Ghassan Hamarneh. Adversarial erasing enhanced multiple instance learning (siMILe): Discriminative identification of oligomeric protein structures in single molecule localization microscopy. Advanced Intelligent Systems (AISY), 000:000-000, 2026. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Machine Learning, Weak Supervision, Point Cloud.



3. Kailasam Mani, Nicolas Tardif, Olivier Rossier, Ismail M. Khater, Xuesi Zhou, Filipe Nunes Vicent, Radhakrishnan Av, Celine Gracia, Pamela Gonzalez Troncoso, Isabel Brito, Richard Ruez, Melissa Dewulf, Ghassan Hamarneh, Ivan Robert Nabi, Pierre Sens, Irina S Moreira, Gregory Giannone, Cedric M Blouin, and Christophe Lamaze. Remote Control of Cell Signaling through Caveolae Mechanics. Cell Biology, 000(000):000-000, 2026. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Color/Multichannel/Vector-valued, Point Cloud.

1. Ghassan Hamarneh, Kumar Abhishek, Weina Jin, Kathleen Moriarty, Shane Eastwood, Adriano D'Alessandro, Mark Nielsen, Claire A. Shou, and Kosar Jabbari. The Medical Image Analysis Lab at SFU: Highlights. In BC AI Research-to-Adoption Summit, pages 1, 2026. Keyword(s): Deep Learning, Machine Learning, Segmentation, Registration and Matching, Classification, Shape Modelling and Analysis, Software and Tools, Datasets.



2. Weina Jin, Xiaoxiao Li, Mostafa Fatehi, and Ghassan Hamarneh. Guidelines and evaluation for clinical explainable AI in medical image analysis. In BC AI Research-to-Adoption Summit, pages 1, 2026. Keyword(s): Deep Learning, Explainable AI (XAI).

1. Ben Cardoen, Jeremy Budd, Enrico Amico, Ghassan Hamarneh, and Fabian Spill. Spectral Effects Of Heavy-Tailed Vertex Noise In Geometric Graphs. Technical report arxiv.2604.15123, University of Birmingham, 4 2026. Keyword(s): Super Resolution Microscopy, Single Molecule Localization Microscopy, Network Modelling and Analysis, Clustering, Graphs/Networks, Point Cloud.

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