Title :
Human action silhouette recognition based on tensor analysis using synthetic silhouette data
Author :
Lee, Chan-Su ; Lui, Yui Man ; Chun, Sung Yong
Author_Institution :
Yeungnam Univ., Gyeongsan, South Korea
Abstract :
This paper presents performance evaluation of silhouette-based action recognition from virtual human silhouette(VIHASI), which is publicly available. We especially evaluate action recognition performance based on tensor analysis. We applied tensor analysis for the silhouette data itself after sampling the same number of silhouette frames from given sample frames. Geometric manifold embedding based on tangent bundle is applied and shows better performance compared with baseline performance.
Keywords :
image recognition; image sequences; tensors; video signal processing; geometric manifold embedding; human action silhouette recognition; silhouette frame sampling; silhouette-based action recognition; synthetic silhouette data; tangent bundle; tensor analysis; video sequence activity recognition; virtual human silhouette; Cameras; Humans; Indexes; Manifolds; Tensile stress; Vectors;
Conference_Titel :
Computer Vision Workshops (ICCV Workshops), 2011 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4673-0062-9
DOI :
10.1109/ICCVW.2011.6130404