Abstract:
We present a nonlinear lossless compressor designed for multispectral images consisting of few bands and having greater spatial than spectral correlation. Our compressor is based on a 2-D integer wavelet transform that reduces spatial correlation. Different models for the statistical dependences of wavelet detail coefficients are analyzed and tested to perform linear inter/intraband predictions. Band, class, scale, and orientation are used as conditioning contexts to calculate predictions, as well as to encode prediction errors with an adaptive arithmetic coder. A new mechanism is proposed for band ordering, based on wavelet fine detail coefficients. Our compressor CLWP outperforms state-of-the-art lossless compressors. It has random access capability and can be applied to compress volumetric data having similar characteristics. © 2009 IEEE.
Registro:
Documento: |
Artículo
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Título: | A class-conditioned lossless wavelet-based predictive multispectral image compressor |
Autor: | Ruedin, A.; Acevedo, D. |
Filiación: | Departamento de Computación, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, 1428 Buenos Aires, Argentina
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Palabras clave: | Classification; Lossless compression; Multispectral; Prediction; Wavelet coefficients; Arithmetic coders; Band ordering; Detail coefficients; Integer wavelet transforms; Lossless; Lossless compression; Multi-spectral; Multispectral images; New mechanisms; Prediction errors; Random access; Spatial correlations; Spectral correlation; Statistical dependence; Volumetric data; Wavelet coefficients; Compressors; Forecasting; Image compression; Volumetric analysis; Wavelet transforms |
Año: | 2010
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Volumen: | 7
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Número: | 1
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Página de inicio: | 166
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Página de fin: | 170
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DOI: |
http://dx.doi.org/10.1109/LGRS.2009.2029350 |
Título revista: | IEEE Geoscience and Remote Sensing Letters
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Título revista abreviado: | IEEE Geosci. Remote Sens. Lett.
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ISSN: | 1545598X
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Registro: | https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_1545598X_v7_n1_p166_Ruedin |
Referencias:
- Wang, J., Zhang, M., Tang, S., Spectral and spatial decorrelation of Landsat-TM data for lossless compression (1995) IEEE Trans. Geosci. Remote Sens., 33 (5), pp. 1277-1285. , Sep
- Rizzo, F., Carpentieri, B., Motta, G., Storer, J.A., Low complexity lossless compression of hyperspectral imagery via linear prediction (2005) IEEE Signal Process. Lett., 12 (2), pp. 138-141. , Feb
- Wang, H., Babacan, D., Sayood, K., Lossless hyperspectral-image compression using context-based conditional average (2007) IEEE Trans. Geosci. Remote Sens., 45 (12), pp. 4187-4193. , Dec
- Aiazzi, B., Alparone, L., Baronti, S., Lastri, C., Crisp and fuzzy adaptive spectral predictions for lossless and near-lossless compression of hyperspectral imagery (2007) IEEE Geosci. Remote Sens. Lett., 4 (4), pp. 532-536. , Oct
- Mielikainen, J., Lossless compression of hyperspectral images using lookup tables (2006) IEEE Signal Process. Lett., 13 (3), pp. 157-160. , Mar
- Huang, B., Sriraja, Y., Lossless compression of hyperspectral imagery via lookup tables with predictor selection (2006) Proc. SPIE, 6365, pp. 63650L1-63650L8. , Sep
- Mielikainen, J., Toivanen, P., Lossless compression of hyperspectral images using a quantized index to lookup tables (2008) IEEE Geosci. Remote Sens. Lett., 5 (3), pp. 474-478. , Jul
- Daubechies, I., Sweldens, W., Factoring wavelet and subband transforms into lifting steps (1996) Bell Labs., , Murray Hill, NJ
- Zhang, J., Fowler, J., Liu, G., Lossy-to-lossless compression of hyperspectral imagery using three-dimensional TCE and an integer KLT (2008) IEEE Geosci. Remote Sens. Lett., 5 (4), pp. 814-818. , Oct
- Buccigrossi, R., Simoncelli, E., Image compression via joint statistical characterization in the wavelet domain (1999) IEEE Trans. Signal Process., 8 (12), pp. 1688-1701. , Dec
- Liu, J., Moulin, P., Information-theoretic analysis of interscale and intrascale dependencies between image wavelet coefficients (2001) IEEE Trans. Image Process., 10 (11), pp. 1647-1658. , Nov
- Benazza-Benyahia, A., Pesquet, J., Hamdi, M., Vector-lifting schemes for lossless coding and progressive archival of multispectral images (2002) IEEE Trans. Geosci. Remote Sens., 40 (9), pp. 2011-2024. , Sep
- Ruedin, A., Acevedo, D., Prediction of coefficients for lossless compression of multispectral images (2005) Proc. SPIE, 5889, pp. 202-211. , Aug
- Acevedo, D., Ruedin, A., Reduction of interband correlation for Landsat image compression (2005) Proc. IEEE SIBGRAPI, pp. 390-396
- Tang, X., Cho, S., Pearlman, W.A., Comparison of 3D set partitioning methods in hyperspectral image compression featuring an improved 3D-SPIHT (2003) Proc. Data Compression Conf., p. 449
Citas:
---------- APA ----------
Ruedin, A. & Acevedo, D.
(2010)
. A class-conditioned lossless wavelet-based predictive multispectral image compressor. IEEE Geoscience and Remote Sensing Letters, 7(1), 166-170.
http://dx.doi.org/10.1109/LGRS.2009.2029350---------- CHICAGO ----------
Ruedin, A., Acevedo, D.
"A class-conditioned lossless wavelet-based predictive multispectral image compressor"
. IEEE Geoscience and Remote Sensing Letters 7, no. 1
(2010) : 166-170.
http://dx.doi.org/10.1109/LGRS.2009.2029350---------- MLA ----------
Ruedin, A., Acevedo, D.
"A class-conditioned lossless wavelet-based predictive multispectral image compressor"
. IEEE Geoscience and Remote Sensing Letters, vol. 7, no. 1, 2010, pp. 166-170.
http://dx.doi.org/10.1109/LGRS.2009.2029350---------- VANCOUVER ----------
Ruedin, A., Acevedo, D. A class-conditioned lossless wavelet-based predictive multispectral image compressor. IEEE Geosci. Remote Sens. Lett. 2010;7(1):166-170.
http://dx.doi.org/10.1109/LGRS.2009.2029350