A few-shot learning framework for the diagnosis of osteopenia and osteoporosis using knee X-ray images.

The FSL framework yielded practical performance with respect to the diagnosis of osteopenia and osteoporosis in comparison with radiologists. This retrospective study supports the use of promising FSL methods in computer-aided diagnosis tasks involving limited samples.