Title
Matching Actions In Presence Of Camera Motion
Keywords
Action recognition; Action retrieval; Epipolar geometry; Moving camera; Video
Abstract
When the camera viewing an action is moving, the motion observed in the video not only contains the motion of the actor but also the motion of the camera. At each time instant, in addition to the camera motion, a different view of the action is observed. In this paper, we propose a novel method to perform action recognition in presence of camera motion. Proposed method is based on the epipolar geometry between any two views. However, instead of relating two static views using the standard fundamental matrix, we model the motions of independently moving cameras in the equations governing the epipolar geometry and derive a new relation which is referred to as the "temporal fundamental matrix." Using the temporal fundamental matrix, a matching score between two actions is computed by evaluating the quality of the recovered geometry. We demonstrate the versatility of the proposed approach for action recognition in a number of challenging sequences. © 2006 Elsevier Inc. All rights reserved.
Publication Date
11-1-2006
Publication Title
Computer Vision and Image Understanding
Volume
104
Issue
2-3 SPEC. ISS.
Number of Pages
221-231
Document Type
Article
Personal Identifier
scopus
DOI Link
https://doi.org/10.1016/j.cviu.2006.07.012
Copyright Status
Unknown
Socpus ID
33750033527 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/33750033527
STARS Citation
Yilmaz, Alper and Shah, Mubarak, "Matching Actions In Presence Of Camera Motion" (2006). Scopus Export 2000s. 7881.
https://stars.library.ucf.edu/scopus2000/7881