The technological advancements in the field of remote sensing have resulted in substantialgrowth of the telemedicine industry. While health care practitioners may now monitor theirpatients’ well-being from a distance and deliver their services remotely, the lack of physicalpresence introduces security risks, primarily with regard to the identity of the involved parties. The sensing apparatus, that a patient may employ at home, collects and transmits vital signalsto medical centres which respond with treatment decisions despite the lack of solid authenticationof the transmitter’s identity. In essence, remote monitoring increases the risks of identity fraud inhealth care. This paper proposes a biometric identification solution suitable for co...