I. Introduction
Dysfunctions in hand movements, such as tremor and rigidity, severely hamper a person's quality of life. These dysfunctions are often the first symptoms of neurological movement disorders, the most common of which are Parkinson's disease, Essential Tremor and Huntington's disease [1]–[3]. A common screening and assessment of movement disorders is the shape drawing test, which provides visual indications of the symptoms involved. The subject has to trace the line of a predefined object with a pen on paper whilst a clinician observes the subject doing so. These assessments are predominantly performed in medical facilities, as they necessitate the physical presence of a clinician [4]. As a result, the administration of these tests is costly, limited the accessibility to all, and their interpretation is inherently qualitative and subjective [5].