The accurate reconstruction of handwriting gestures is crucial for both clinical and research applications. This study validates a Sensorized Ink Pen (SIP) reconstruction algorithm using an electromagnetic sensor as ground truth. Orientation, acceleration, and velocity signals were compared using RMSE metrics. Analyses were performed for “On-Sheet” and “In-Air” movements exhibiting larger discrepancies for rapid “In-Air” movements. Results show that the SIP reconstruction achieves mean positional errors of 3.5 mm. This validation framework ensures reliability for future handwriting-based assessments and machine-learning applications.

A novel validation method for high-precision IMU-based handwriting trace reconstruction

Chiara Gentile;Linda Greta Dui;Simone Toffoli;Simona Ferrante
2026-01-01

Abstract

The accurate reconstruction of handwriting gestures is crucial for both clinical and research applications. This study validates a Sensorized Ink Pen (SIP) reconstruction algorithm using an electromagnetic sensor as ground truth. Orientation, acceleration, and velocity signals were compared using RMSE metrics. Analyses were performed for “On-Sheet” and “In-Air” movements exhibiting larger discrepancies for rapid “In-Air” movements. Results show that the SIP reconstruction achieves mean positional errors of 3.5 mm. This validation framework ensures reliability for future handwriting-based assessments and machine-learning applications.
2026
Proceedings on Automation in Medical Engineering
Handwriting, Trace Reconstruction, Specific Learning Disorders
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1310487
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