A Robust Technique for Motion-Based Video Sequences Temporal Alignment | IEEE Journals & Magazine | IEEE Xplore

A Robust Technique for Motion-Based Video Sequences Temporal Alignment


Abstract:

In this paper, we propose a robust technique for temporal alignment of video sequences with similar planar motions acquired using uncalibrated cameras. In this technique,...Show More

Abstract:

In this paper, we propose a robust technique for temporal alignment of video sequences with similar planar motions acquired using uncalibrated cameras. In this technique, we model the motion-based video temporal alignment problem as a spatio-temporal discrete trajectory point sets alignment problem. First, the trajectory of the object of interest is tracked throughout the videos. A probabilistic method is then developed to calculate the `soft' spatial correspondence between the trajectory point sets. Next, a dynamic time warping technique (DTW) is applied to the spatial correspondence information to compute the temporal alignment of the videos. The experimental results show that the proposed technique provides a superior performance over existing techniques for videos with similar trajectory patterns.
Published in: IEEE Transactions on Multimedia ( Volume: 15, Issue: 1, January 2013)
Page(s): 70 - 82
Date of Publication: 16 October 2012

ISSN Information:

Author image of Cheng Lu
Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada
Cheng Lu (M'11) received the B.Sc. and M.Sc. degrees in computer engineering in China, in 2006 and 2008. He is currently working toward the Ph.D. degree in electrical engineering in the University of Alberta. He is the recipient of the Chinese Scholarship Council for his Ph.D. studies. He is the recipient of the Graduate Student Interdisciplinary Research Award 2012, University of Alberta. His research interest includes c...Show More
Cheng Lu (M'11) received the B.Sc. and M.Sc. degrees in computer engineering in China, in 2006 and 2008. He is currently working toward the Ph.D. degree in electrical engineering in the University of Alberta. He is the recipient of the Chinese Scholarship Council for his Ph.D. studies. He is the recipient of the Graduate Student Interdisciplinary Research Award 2012, University of Alberta. His research interest includes c...View more
Author image of Mrinal Mandal
Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada
Mrinal Mandal (M'99–SM'03) is a Full Professor and Associate Chair in the Department of Electrical and Computer Engineering and is the Director of the Multimedia Computing and Communications Laboratory at the University of Alberta, Edmonton, AB, Canada. He has authored the book Multimedia Signals and Systems (Kluwer Academic), and co-authored the book Continuous and Discrete Time Signals and Systems (Cambridge University ...Show More
Mrinal Mandal (M'99–SM'03) is a Full Professor and Associate Chair in the Department of Electrical and Computer Engineering and is the Director of the Multimedia Computing and Communications Laboratory at the University of Alberta, Edmonton, AB, Canada. He has authored the book Multimedia Signals and Systems (Kluwer Academic), and co-authored the book Continuous and Discrete Time Signals and Systems (Cambridge University ...View more

Author image of Cheng Lu
Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada
Cheng Lu (M'11) received the B.Sc. and M.Sc. degrees in computer engineering in China, in 2006 and 2008. He is currently working toward the Ph.D. degree in electrical engineering in the University of Alberta. He is the recipient of the Chinese Scholarship Council for his Ph.D. studies. He is the recipient of the Graduate Student Interdisciplinary Research Award 2012, University of Alberta. His research interest includes computer vision, pattern recognition, super resolution image, and medical imaging. He is an author or coauthor of more than ten papers in leading international journals and conferences.
Cheng Lu (M'11) received the B.Sc. and M.Sc. degrees in computer engineering in China, in 2006 and 2008. He is currently working toward the Ph.D. degree in electrical engineering in the University of Alberta. He is the recipient of the Chinese Scholarship Council for his Ph.D. studies. He is the recipient of the Graduate Student Interdisciplinary Research Award 2012, University of Alberta. His research interest includes computer vision, pattern recognition, super resolution image, and medical imaging. He is an author or coauthor of more than ten papers in leading international journals and conferences.View more
Author image of Mrinal Mandal
Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada
Mrinal Mandal (M'99–SM'03) is a Full Professor and Associate Chair in the Department of Electrical and Computer Engineering and is the Director of the Multimedia Computing and Communications Laboratory at the University of Alberta, Edmonton, AB, Canada. He has authored the book Multimedia Signals and Systems (Kluwer Academic), and co-authored the book Continuous and Discrete Time Signals and Systems (Cambridge University Press). His current research interests include Multimedia, Image and Video Processing, Multimedia Communications, and Medical Image Analysis. He has published over 140 papers in refereed journals and conferences, and has a US patent on lifting wavelet transform architecture. He has been the Principal Investigator of projects funded by Canadian Networks of Centers of Excellence such as CITR and MICRONET, and is currently the Principal Investigator of a project funded by the NSERC. He was a recipient of Canadian Commonwealth Fellowship from 1993 to 1998, and Humboldt Research Fellowship from 2005-2006 at the Technical University of Berlin.
Mrinal Mandal (M'99–SM'03) is a Full Professor and Associate Chair in the Department of Electrical and Computer Engineering and is the Director of the Multimedia Computing and Communications Laboratory at the University of Alberta, Edmonton, AB, Canada. He has authored the book Multimedia Signals and Systems (Kluwer Academic), and co-authored the book Continuous and Discrete Time Signals and Systems (Cambridge University Press). His current research interests include Multimedia, Image and Video Processing, Multimedia Communications, and Medical Image Analysis. He has published over 140 papers in refereed journals and conferences, and has a US patent on lifting wavelet transform architecture. He has been the Principal Investigator of projects funded by Canadian Networks of Centers of Excellence such as CITR and MICRONET, and is currently the Principal Investigator of a project funded by the NSERC. He was a recipient of Canadian Commonwealth Fellowship from 1993 to 1998, and Humboldt Research Fellowship from 2005-2006 at the Technical University of Berlin.View more

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