Gait Identification Considering Body Tilt byWalking Direction Changes
Makihara, Yasushi (Osaka University. Department of Intelligent Media)
Sagawa, Ryusuke (Osaka University. Department of Intelligent Media)
Mukaigawa, Yasuhiro (Osaka University. Department of Intelligent Media)
Echigo, Tomio (Osaka Electro-Communication University. Department of Engineering Informatics)
Yagi, Yasushi (Osaka University. Department of Intelligent Media)

Data:	2009
Resum:	Gait identification has recently gained attention as a method of identifying individuals at a distance. Thought most of the previous works mainly treated straight-walk sequences for simplicity, curved-walk sequences should be also treated considering situations where a person walks along a curved path or enters a building from a sidewalk. In such cases, person's body sometimes tilts by centrifugal force when walking directions change, and this body tilt considerably degrades gait silhouette and identification performance, especially for widely-used appearance-based approaches. Therefore, we propose a method of body-tilted silhouette correction based on centrifugal force estimation from walking trajectories. Then, gait identification process including gait feature extraction in the frequency domain and learning of a View Transformation Model (VTM) follows the silhouette correction. Experiments of gait identification for circular-walk sequences demonstrate the effectiveness of the proposed method.
Drets:	Aquest document està subjecte a una llicència d'ús Creative Commons. Es permet la reproducció total o parcial i la comunicació pública de l'obra, sempre que no sigui amb finalitats comercials, i sempre que es reconegui l'autoria de l'obra original. No es permet la creació d'obres derivades.
Llengua:	Anglès
Document:	Article ; recerca ; Versió publicada
Matèria:	Identificació de la marxa ; Correcció de l'inclinació ; L'anàlisi de Fourier ; Veure model de transformació ; Identificación de la marcha ; Corrección de inclinación ; Análisis Fourier ; Ver modelo de transformación ; Gait identification ; Body tilt correction ; Fourier analysis ; View Transformation Model
Publicat a:	ELCVIA : Electronic Letters on Computer Vision and Image Analysis, V. 8 n. 1 (2009) p. 15-26, ISSN 1577-5097

Adreça original: https://elcvia.cvc.uab.es/article/view/v8-n1-makihara-sagawa-mukaigawa-et-al
Adreça alternativa: https://raco.cat/index.php/ELCVIA/article/view/150151
DOI: 10.5565/rev/elcvia.257

12 p, 266.4 KB

El registre apareix a les col·leccions:
Articles > Articles publicats > ELCVIA
Articles > Articles de recerca