Faculty of Information Technology, BUT

Publication Details

Lossy Compression of 3-D Statistical Shape and Intensity Models of Femoral Bones Using JPEG 2000

KLÍMA Ondřej, BAŘINA David, KLEPÁRNÍK Petr, ZEMČÍK Pavel, CHROMÝ Adam and ŠPANĚL Michal. Lossy Compression of 3-D Statistical Shape and Intensity Models of Femoral Bones Using JPEG 2000. In: 14th IFAC Conference on Programmable Devices and Embedded Systems PDES 2016 Brno, Czech Republic, 5-7 October 2016. Brno / Lednice: Elsevier Science, 2016, pp. 115-120. ISSN 2405-8963.
Czech title
Ztrátová komprese 3-D statistických modelů tvaru a hustoty stehenních kostí pomocí JPEG 2000
Type
conference paper
Language
english
Authors
Klíma Ondřej, Ing. (DCGM FIT BUT)
Bařina David, Ing., Ph.D. (DCGM FIT BUT)
Klepárník Petr, Ing. (DCGM FIT BUT)
Zemčík Pavel, prof. Dr. Ing. (DCGM FIT BUT)
Chromý Adam, Ing. (FEEC BUT)
Španěl Michal, Ing., Ph.D. (DCGM FIT BUT)
Keywords
medical data processing, statistical shape and intensity model, lossy compression, JPEG 2000, 2D-3D reconstruction
Abstract
Recent development of computer-assisted medical systems, based on statistical shape analysis, leads to a growing number of emerging shape and appearance models. In this paper, we propose a novel method for a lossy compression of 3-D statistical shape and intensity models exploiting the JPEG 2000 image coding system. We also investigate the influence of the lossy compression on the accuracy of an atlas-based 2D-3D reconstruction, which is one of the common applications of the statistical appearance models. The results revealed the method is highly effective for the intensity information, reaching thousandfold compression ratios without affecting the 2D-3D reconstruction accuracy. The bitrate of shape information can be compressed several times without significant influence on the reconstruction accuracy.
Published
2016
Pages
115-120
Journal
IFAC-PapersOnLine (ELSEVIER), no. 25, ISSN 2405-8963
Proceedings
14th IFAC Conference on Programmable Devices and Embedded Systems PDES 2016 Brno, Czech Republic, 5-7 October 2016
Conference
14th IFAC/IEEE International Conference on Programmable Devices and Embedded Systems, Brno/Lednice, CZ
Publisher
Elsevier Science
Place
Brno / Lednice, CZ
DOI
BibTeX
@INPROCEEDINGS{FITPUB11252,
   author = "Ond\v{r}ej Kl\'{i}ma and David Ba\v{r}ina and Petr Klep\'{a}rn\'{i}k and Pavel Zem\v{c}\'{i}k and Adam Chrom\'{y} and Michal \v{S}pan\v{e}l",
   title = "Lossy Compression of 3-D Statistical Shape and Intensity Models of Femoral Bones Using JPEG 2000",
   pages = "115--120",
   booktitle = "14th IFAC Conference on Programmable Devices and Embedded Systems PDES 2016 Brno, Czech Republic, 5-7 October 2016",
   journal = "IFAC-PapersOnLine (ELSEVIER)",
   number = 25,
   year = 2016,
   location = "Brno / Lednice, CZ",
   publisher = "Elsevier Science",
   ISSN = "2405-8963",
   doi = "10.1016/j.ifacol.2016.12.020",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/11252"
}
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