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Pre- and Post-Processing Techniques for Video Compression
Abstract
Digital video has become an integral part of everyday life. There are
numerous applications where digital video is acquired, processed and
used, ranging from scientific applications to consumer electronic
products. Video compression is the enabling technology behind the
revolution we are currently experiencing in multimedia communications.
Video compression algorithms have found a large number of applications
ranging from video telephony on the Public Switched Telephone Network to
DVD and HDTV. Video compression standards (ITU-H.261 and H.263 and
MPEG-1-2) have become very successful standards. The soon to be
finalized MPEG-4 is also expected to be a successful standard.
Most service providers and manufacturers prefer to work with and
manufacture products which are standard compliant. The video compression
standards are not bit exact, that is, they only specify the
decoder. The design of the encoder and the development of
efficient rate control algorithms are factors that can distinguish one
standard compliant product from another. Another critical factor that
can make a specific product a winner is the pre- and post-processing
applied to the video sequence. These last two topics are addressed in
this project.
Most specifically, pre- and post-processing algorithms are developed
which will increase the coding efficiency of a coder and the visual
quality of the reconstructed video. The algorithms to be developed will
not require any change of the standards, finding therefore wide
applicability. We are primarily concerned with high bit-rate video
compression applications (up to 10 Mbps) using the MPEG-2 and MPEG-4
standards and CCIR601 resolution video. We are also primarily concerned
with real-time (video rate) implementation of such algorithms).
Students
- Andrew Segall (Ph.D. June 2002)
- Passant Karunaratne
Publications
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C. A. Segall and A. K. Katsaggelos, “Pre- and Post-Processing
Algorithms for Compressed Video Enhancement,” Proc. of the Asilomar Conference on Systems,
Signals and Computer, Pacific Grove, CA, Oct.29-Nov.1, 2000.
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C.A. Segall and A. K. Katsaggelos, “Enhancement of Compressed Video using
Visual Quality Measurements,” Proc. 2000 IEEE International
Conference on Image Processing, Vancouver, BC, Canada, Sept. 10-13, 2000.
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C. A. Segall, P. Karunaratne and A. K. Katsaggelos, “Pre-Processing of
Compressed Digital Video,” Proc. 2001 SPIE Conf. on Visual Communications
and Image Processing, San Jose, CA, Jan. 21-26, 2001.
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C. A. Segall and A. K. Katsaggelos, “Pre- and Post-processing Algorithms for
Compressed Video: A Tutorial Introduction,” Proc. of the OSEE.
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C. A. Segall and A. K. Kataggleos, “Classical Digital Image Restoration,” in
Encyclopedia of Optical Engineering, R.C. Hardie and M.M. Hayat, editors
(forthcoming).
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C.A. Segall and A.K. Katsaggelos, “A New Constraint for the Regularized
Enhancement of Compressed Video,” Salt Lake City, UT, May 7-11, 2001.
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P.V. Karunaratne, C.A. Segall and A.K. Katsaggelos, "Rate Distortion
Optimal Pre-Processing Algorithm," Proc. 2001 IEEE International
Conference on Image Processing, Thessaloniki, Greece, October 7-11, 2001.
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C.A. Segall and A.K. Katsaggelos, "Application of the Motion Vector Constraint
to the Regularized Enhancement of Compressed Video," Proc. 2001 IEEE International
Conference on Image Processing, Thessaloniki, Greece, October 7-11, 2001.
Theses
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P. Karunaratne, "Compressed Video Enhancement using Regularized
Iterative Restoration Algorithms," M.S. Thesis, Department of
Electrical and Computer Engineering, Northwestern University, December 1999.
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