funnyzhou / A4SM

Archive for Self-supervised learning in Medical images (A4SM).
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Adding OOD evaluation to the list of eval methods #1

Closed AziziShekoofeh closed 1 year ago

AziziShekoofeh commented 2 years ago

Hi,

Thanks for curating this list. As the lead author of ``Robust and Efficient Medical Imaging with Self-Supervision'' I suggest adding evaluation on OOD data to the list of evaluation methods. Behavior of the method on out-of-distribution data is a challenging and unmet need in medical AI and had been overlooked in most of the Medical Self-supervision works, however for the first time in self-supervision setup this aspect has been extensively studied in our new preprint on 15 public and private dataset. Thanks.

funnyzhou commented 2 years ago

Hi Shekoofeh,

Sorry for my late reply.

It is an impressive and practical idea to add evaluation on OOD data to the list of evaluation methods. I'll treat it as a major challenge for SSL in Medical Imaging. By the way, it seems that we lack a thorough summary (paper) about recent work that apply SSL to medical images.

Best,