Assessing postural instability during cerebral hypoperfusion using sub-millimeter monocular 3D sway tracking

07/11/2019
by   Robert Amelard, et al.
0

Postural instability is prevalent in aging and neurodegenerative disease, decreasing quality of life and independence. Quantitatively monitoring balance control is important for assessing treatment efficacy and rehabilitation progress. However, existing technologies for assessing postural sway are complex and expensive, limiting their widespread utility. Here, we propose a monocular imaging system capable of assessing sub-millimeter 3D sway dynamics. By physically embedding anatomical targets with known a priori geometric models, 3D central and upper body kinematic motion was automatically assessed through geometric feature tracking and 3D kinematic motion inverse estimation from a set of 2D frames. Sway was tracked in 3D and compared between control and hypoperfusion conditions. The proposed system demonstrated high agreement with a commercial motion capture system (error 4.4 × 10^-16± 0.30 mm, r^2=0.9773). Significant differences in sway dynamics were observed in early stance central anterior-posterior sway (control: 147.1 ± 7.43 mm, hypoperfusion: 177.8 ± 15.3 mm; p=0.039) and mid stance upper body coronal sway (control: 106.3 ± 5.80 mm, hypoperfusion: 128.1 ± 18.4 mm; p=0.040) commensurate with cerebral blood flow (CBF) perfusion deficit, followed by recovered sway dynamics during late stance governed by CBF recovery. This inexpensive single-camera system enables quantitative 3D sway monitoring for assessing neuromuscular balance control in weakly constrained environments.

READ FULL TEXT
research
05/29/2023

Tracking the whole-body centre of mass while seated in a wheelchair using motion capture

Estimating the position of the whole-body centre of mass (CoM) based on ...
research
07/10/2019

Fetal Pose Estimation in Volumetric MRI using a 3D Convolution Neural Network

The performance and diagnostic utility of magnetic resonance imaging (MR...
research
02/21/2020

Particle Filter Based Monocular Human Tracking with a 3D Cardbox Model and a Novel Deterministic Resampling Strategy

The challenge of markerless human motion tracking is the high dimensiona...
research
06/28/2021

QM/MM Methods for Crystalline Defects. Part 3: Machine-Learned Interatomic Potentials

We develop and analyze a framework for consistent QM/MM (quantum/classic...
research
05/20/2021

Localization and Control of Magnetic Suture Needles in Cluttered Surgical Site with Blood and Tissue

Real-time visual localization of needles is necessary for various surgic...
research
12/08/2017

SPRK: A Low-Cost Stewart Platform For Motion Study In Surgical Robotics

To simulate body organ motion due to breathing, heart beats, or peristal...
research
04/11/2018

Fast Feasible and Unfeasible Matrix Multiplication

Fast matrix-by-matrix multiplication (hereafter MM) is a highly recogniz...

Please sign up or login with your details

Forgot password? Click here to reset