VIDEO
SUMMARIZATION USING MOTION AND AUDIO DESCRIPTORS
Dr. Ajay Divakaran
Senior Principal Member of Technical Staff
Mitsubishi Electric Research Laboratories
Abstract:
We present video summarization and indexing
techniques using the MPEG-7 motion activity descriptor. The descriptor can
be extracted in the compressed domain and is compact, and hence is easy to
extract and match. We establish that the intensity of motion activity
of a video shot is a direct indication of its summarizability. We describe
video summarization techniques based on sampling in the cumulative motion
activity space. We then describe combinations of the motion activity based
techniques with generalized sound recognition that enable completely
automatic generation of news and sports video summaries. Our summarization
is computationally simple and flexible, which allows rapid generation of a
summary of any desired length. If time permits, we will describe our recent
results with combinations of supervised and unsupervised learning
techniques. We will also present a demonstration of our video browsing
system.
Biography :
Dr. Ajay Divakaran received the B.E. (with Hons.)
degree in Electronics and Communication Engineering from the University of
Jodhpur, Jodhpur, India, in 1985, and the M.S. and Ph.D. degrees from
Rensselaer Polytechnic Institute, Troy, NY in 1988 and 1993 respectively. He
was an Assistant Professor with the Department of Electronics and
Communications Engineering, University of Jodhpur,India, in 1985-86. He was
a Research Associate at the Department of Electrical Communication
Engineering, Indian Institute of Science, in Bangalore, India in 1994-95. He
was a Scientist with Iterated Systems Inc., Atlanta, GA from 1995 to 1998.
He joined MERL in 1998 and is now a Senior Principal Member of Technical
Staff. He has been an active contributor to the MPEG-7 video standard. His
current research interests include video analysis, summarization, indexing
and compression, and related applications. He has published several journal
and conference papers, as well as two invited book chapters on video
indexing and summarization. He currently serves on program committees of key
conferences in the area of multimedia content analysis.
Host :
Prof. B. S. Manjunath