A virtual system for postural stability assessment based
on a TOF camera and a mirror
Giuseppe Placidi
giuseppe.placidi@univaq.it
Naixia Pagnani
naixia.pagnani@gmail.com
Andrea Petracca
andrea.petracca@graduate.univaq.it
Matteo Spezialetti
matteo.spezialetti@graduate.univaq.it
A
2
VI_Lab, c/o Department of Life, Health and Environmental Sciences, University of L’Aquila
Via Vetoio, 67100, L’Aquila, Italy
Daniela Iacoviello
iacoviello@dis.uniroma1.it
Department of Computer, Control and Management Engineering Antonio Ruberti, Sapienza University of Rome
Via Ariosto 25, 00185, Rome, Italy
ABSTRACT
Postural stability is often compromised in many pathological
states and decreases with age. In clinical practice, an objective
tool for balance is fundamental. Recently, virtual tools, based on
the use of depth cameras, have been presented. In this paper, a
new virtual system for postural stability assessment was
presented, involving the use of a Time of Flight camera (TOF)
and of a mirror for the reduction of the occlusions errors by
allowing the camera to see the hidden body surface. The validity
of the tool was assessed through some experimental results. Data
were also compared with those measured by a physical force
platform and those calculated with another virtual stability
assessment system, in order to highlight the error reduction while
maintaining simplicity and low-cost.
CCS Concepts
•Computing Methodologies ➝ Artificial Intelligence ➝ Computer
Vision ➝ Image and video acquisition ➝ 3D imaging; •Computer
Applications ➝ Life and medical sciences ➝ Health informatics.
Keywords
Balance Control; Postural Sway; COP; COG; Force Platform;
TOF Camera; Mirror.
1. INTRODUCTION
Balance control is the ability to maintaining the body Center Of
Mass (COM) within its limits of stability. This capability,
fundamental for controlling body movement, decreases with age
[1] and could be compromised by many pathologies [2-4]. Both
for diagnostic purposes and for assessing therapeutic progresses
an objective and quantitative postural balance measure
is needed. Recently, the effectiveness of a new generation of
virtual instruments, exercises and practices for rehabilitation, have
been studied and developed [5-9].
The assessment of the postural sway can be defined statically, if
measurements are made while the subject tries to remain still
standing, or dynamically, if the measurements are made under the
effects of balance perturbations (these are important to assess the
recovery from a loss of balance) [10]. Obviously, systems
allowing dynamic measurements are also usable for static studies.
Postural sway could be estimated starting from kinetic or
kinematics parameters. Kinetic information include the excursion
of the Center of Pressure (COP), applied to a support surface, and
measured by means of clinical force platforms [11] or low-cost
commercial instruments, like for example the Wii Balance Board
[12]. Kinematic data could be used to estimate the spatial position
of the Center of Mass and, consequently, its vertical projection on
the ground, the Center of Gravity (COG). It could be measured by
using wearable inertial sensors [13] or optical motion analysis,
like that described in [14]. In particular, in [14] a low-cost tool for
COM/COG assessment, based on a TOF camera was illustrated.
During a virtual balance task, the COG excursions were recorded
and compared with the movements done by COP, acquired by
means of a force platform. Results showed that this tool was able
to assess the sway of the human body also in dynamic conditions.
The system had a lower dynamic range than a physical force
platform, mainly due to the difference between COG and COP
[15]. However, those differences were more evident in the Medio-
Lateral (ML) direction of the subject movements than in the
Antero-Posterior (AP) direction. This systematic error was
produced because the Field Of View (FOV) of the camera was
partial. Moreover, to ensure a real-time response, the model of the
human body was approximated by a reduced set of spheres over
the depth map. To overcome these issues, in this paper a refined
version of the assessment method was presented. The method
taken advantage from the presence of a mirror in the scene, whose
orientation allowed the focusing of occluded portions of the body.
The use of a mirror, instead of other TOF cameras, was twofold: it
maintained low-cost; it avoided multiple-camera synchronization
and high-frequency acquisition.
The proposed method was validated by comparing the measured
COM/COG movements with the COP excursions, observed by
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DOI: http://dx.doi.org/10.1145/2838944.2838963