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Jolia not only sets a new state of the art in 3D medical imaging but also reveals that localized concept alignment can dramatically enhance model performance in complex tasks.
Out-of-domain self-supervised pretraining on brain MRIs beats in-domain supervised learning when generalizing to real-world clinical data.