Multi-task learning

The paper proposes two approaches for automatically detecting joint bleeding in patients with hemophilia using ultrasound imaging. The experimental evaluation shows that the multi-task approach has higher accuracy, but with a slightly lower mean IoU value. The study suggests that computer-aided diagnosis tools can be useful for diagnosing joint bleeding in hemophilia patients.

Musculoskeletal ultrasound (MSK-US) is a non-invasive and easily accessible diagnostic tool for joint health assessment of patients …