Aarnav Sawant

Transfer Learning for Walking Speed Estimation Across Novel Prosthetic Devices and Populations

Accurate walking speed estimation in lower-limb prostheses is crucial for delivering biomechanically appropriate assistance across varying speeds. However, training robust models requires extensive domain-specific, user-dependent (DEP) data, which is impractical for every new prosthesis user. This s