A perceptual map for gait symmetry quantification and pathology detection. Issue 1 (December 2015)
- Record Type:
- Journal Article
- Title:
- A perceptual map for gait symmetry quantification and pathology detection. Issue 1 (December 2015)
- Main Title:
- A perceptual map for gait symmetry quantification and pathology detection
- Authors:
- Moevus, Antoine
Mignotte, Max
Guise, Jacques
Meunier, Jean - Abstract:
- Abstract Background The gait movement is an essential process of the human activity and the result of collaborative interactions between the neurological, articular and musculoskeletal systems, working efficiently together. This explains why gait analysis is important and increasingly used nowadays for the diagnosis of many different types (neurological, muscular, orthopedic, etc.) of diseases. This paper introduces a novel method to quickly visualize the different parts of the body related to an asymmetric movement in the human gait of a patient for daily clinical usage. The proposed gait analysis algorithm relies on the fact that the healthy walk has (temporally shift-invariant) symmetry properties in the coronal plane. The goal is to provide an inexpensive and easy-to-use method, exploiting an affordable consumer depth sensor, the Kinect, to measure the gait asymmetry and display results in a perceptual way. Method We propose a multi-dimensional scaling mapping using a temporally shift invariant distance, allowing us to efficiently visualize (in terms of perceptual color difference) the asymmetric body parts of the gait cycle of a subject. We also propose an index computed from this map and which quantifies locally and globally the degree of asymmetry. Results The proposed index is proved to be statistically significant and this new, inexpensive, marker-less, non-invasive, easy to set up, gait analysis system offers a readable and flexible tool for clinicians to analyzeAbstract Background The gait movement is an essential process of the human activity and the result of collaborative interactions between the neurological, articular and musculoskeletal systems, working efficiently together. This explains why gait analysis is important and increasingly used nowadays for the diagnosis of many different types (neurological, muscular, orthopedic, etc.) of diseases. This paper introduces a novel method to quickly visualize the different parts of the body related to an asymmetric movement in the human gait of a patient for daily clinical usage. The proposed gait analysis algorithm relies on the fact that the healthy walk has (temporally shift-invariant) symmetry properties in the coronal plane. The goal is to provide an inexpensive and easy-to-use method, exploiting an affordable consumer depth sensor, the Kinect, to measure the gait asymmetry and display results in a perceptual way. Method We propose a multi-dimensional scaling mapping using a temporally shift invariant distance, allowing us to efficiently visualize (in terms of perceptual color difference) the asymmetric body parts of the gait cycle of a subject. We also propose an index computed from this map and which quantifies locally and globally the degree of asymmetry. Results The proposed index is proved to be statistically significant and this new, inexpensive, marker-less, non-invasive, easy to set up, gait analysis system offers a readable and flexible tool for clinicians to analyze gait characteristics and to provide a fast diagnostic. Conclusion This system, which estimates a perceptual color map providing a quick overview of asymmetry existing in the gait cycle of a subject, can be easily exploited for disease progression, recovery cues from post-operative surgery (e.g., to check the healing process or the effect of a treatment or a prosthesis) or might be used for other pathologies where gait asymmetry might be a symptom. … (more)
- Is Part Of:
- Biomedical engineering online. Volume 14:Issue 1(2015)
- Journal:
- Biomedical engineering online
- Issue:
- Volume 14:Issue 1(2015)
- Issue Display:
- Volume 14, Issue 1 (2015)
- Year:
- 2015
- Volume:
- 14
- Issue:
- 1
- Issue Sort Value:
- 2015-0014-0001-0000
- Page Start:
- 1
- Page End:
- 24
- Publication Date:
- 2015-12
- Subjects:
- Asymmetry map -- Depth map -- Gait analysis -- Kinect depth sensor -- Locomotor disorders -- Multidimensional scaling (MDS) -- Perceptual color map -- Temporal shift-invariance
Biomedical engineering -- Periodicals
610.2805 - Journal URLs:
- http://www.biomedical-engineering-online.com/> ↗
http://www.pubmedcentral.nih.gov/tocrender.fcgi?journal=106&action=archive ↗
http://link.springer.com/ ↗ - DOI:
- 10.1186/s12938-015-0097-2 ↗
- Languages:
- English
- ISSNs:
- 1475-925X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 9861.xml