Gait analysis research challenges (healthcare)

Hello,

What are the current state off the art models for gait analysis on embedded devices. The focus is healthcare/medical applications (high accuracy and low latency).
Are there still research challenges in this field.
Are there any good benchmark datasets.

In general what are the current research challenges using tinyML technology in healthcare applications.

All feedback is welcome.
Thanks.

Regards,
Joeri