Reversible interframe compression of medical images: a comparison of decorrelation methods
- 1 January 1991
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Medical Imaging
- Vol. 10 (4) , 538-547
- https://doi.org/10.1109/42.108588
Abstract
The authors investigate whether data representing medical image sequences can be compressed more efficiently by taking into account the temporal correlation between the sequence frames. The standard of comparison is intraframe HINT, the best-known reversible decorrelation method for 2-D images. In interframe decorrelation, a distinction is made between extrapolation- and interpolation-based methods, and methods based on local motion estimation, block motion estimation, and unregistered decorrelation. These distinctions give six classes of interframe decorrelation methods, all of which are described. The methods are evaluated by applying them to sequences of coronary X-ray angiograms, ventricle angiograms, and liver scintigrams, as well as to a (nonmedical) videoconferencing image sequence. For the medical image sequences: (1) interpolation-based methods are superior to extrapolation-based methods; (2) estimation of interframe motion is not advantageous for image compression; (3) interframe compression yields entropies comparable to intraframe HINT at higher computational costs; and (4) two methods, unregistered extrapolation and interpolation, are nonetheless possibly interesting alternatives to intraframe HINT.Keywords
This publication has 18 references indexed in Scilit:
- A pel-recursive Wiener-based displacement estimation algorithmSignal Processing, 1987
- Arithmetic coding for data compressionCommunications of the ACM, 1987
- Predictive Coding Based on Efficient Motion EstimationIEEE Transactions on Communications, 1985
- A new class of similarity measures for robust image registrationComputer Vision, Graphics, and Image Processing, 1984
- Displacement Measurement and Its Application in Interframe Image CodingIEEE Transactions on Communications, 1981
- Motion-Compensated Coding: Some New ResultsBell System Technical Journal, 1980
- Motion-Compensated Television Coding: Part IBell System Technical Journal, 1979
- Methods of least squares and SIRT in reconstructionJournal of Theoretical Biology, 1979
- Compression of individual sequences via variable-rate codingIEEE Transactions on Information Theory, 1978
- `` Direct Search'' Solution of Numerical and Statistical ProblemsJournal of the ACM, 1961