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Aylin Erman

University of Ottawa

  • University of Ottawa

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USF-MAE: Ultrasound Self-Supervised Foundation Model with Masked Autoencoding

Number of pages: 18 Posted: 12 Jan 2026
Youssef Megahed, Robin Ducharme, Aylin Erman, Mark C. Walker, Steven Hawken and Adrian D.C. Chan
Carleton University, University of Ottawa - Ottawa Hospital Research Institute, University of Ottawa, University of Ottawa - Ottawa Hospital Research Institute, University of Ottawa - Ottawa Hospital Research Institute and Carleton University
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Abstract:

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deep learning, Masked Autoencoding, Self-Supervised Foundation, Ultrasound imaging, encoder-decoder architecture