New Bi-, Tri-, and Fourlateral filters for color and hyperspectral images filtering / Ostheimer E., Labunets V., Kurganski A., Komarov D., Artemov I. // Communications in Computer and Information Science. - 2015. - V. 542, l. . - P. 102-113.

ISSN:
18650929
Type:
Conference Paper
Abstract:
In the paper, we investigate effectiveness of modified bilateral and new tri-, and fourlateral denoising filters for grey, color, and hyperspectral image procession. Conventional bilateral filter performs merely weighted averaging of the local neighborhood pixels. The weight includes two components: spatial and radiometric ones. The first component measures the geometric distances between the center pixel and local neighborhood ones. The second component measures the radiometric distance between the values of the center pixel and local neighborhood ones. Noise affects all pixels even onto the centre one used as a reference for the tonal filtering. Thus, the noise affecting the centre pixel has a disproportionate effect onto the result. This suggests the first modification: the center pixel is replaced by the weighted average (with some estimate of the true value) of the neighborhood pixels contained in a window around it. The second modification uses the matrix-valued weights. They include four components: spatial, radiometric, inter-channel weights, and radiometric inter-channel ones. The fourth weight measures the radiometric distance (for grey-level images) between the inter-channel values of the center scalar-valued channel pixel and local neighborhood channel ones. © Springer International Publishing Switzerland 2015.
Author keywords:
Bilateral filters; Hyperspectral images; Image processing
Index keywords:
Image analysis; Image enhancement; Independent component analysis; Pixels; Processing; Radiometry; Spectroscopy; Statistical methods; Bilateral filters; Denoising filters; Geometric distances; Grey-le
DOI:
10.1007/978-3-319-26123-2_10
Смотреть в Scopus:
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84951876657&doi=10.1007%2f978-3-319-26123-2_10&partnerID=40&md5=b552abd0a009dfd21be2ebbf36416a99
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Link https://www.scopus.com/inward/record.uri?eid=2-s2.0-84951876657&doi=10.1007%2f978-3-319-26123-2_10&partnerID=40&md5=b552abd0a009dfd21be2ebbf36416a99
Affiliations Capricat LLC, 1340 South Ocean Boulevard Suite 209, Pompano Beach, FL, United States; Ural Federal University, pr. Mira, 19, Yekaterinburg, Russian Federation
Author Keywords Bilateral filters; Hyperspectral images; Image processing
Funding Details 13-07-00785, RFBR, Russian Foundation for Basic Research; 13-07-12168, RFBR, Russian Foundation for Basic Research
References Ostheimer, E., Labunets, V., Komarov, D., Fedorova, T., Fréchet filters for color and hyperspectral images filtering (2015) AIST 2015. CCIS, 542, pp. 57-70. , In: Khachay, M.Y., Konstantinova, N., Panchenko, A., Ignatov, D.I., Labunets, V.G. (eds.), Springer, Heidelberg; Tomasi, C., Manduchi, R., Bilateral filtering for gray and color images (1998) Proceedings of the 6Th International Conference on Computer Vision, pp. 839-846. , New Delhi, India; Astola, J., Haavisto, P., Neuvo, Y., Vector median filters (1990) Proc. IEEE, 78, pp. 678-689; Tang, K., Astola, J., Neuvo, Y., Nonlinear multivariate image filtering techniques (1996) IEEE Trans. Image Process, 4, pp. 788-798; Barash, D., Bilateral filtering and anisotropic diffusion: Towards a unified viewpoint (2001) Scale-Space 2001. LNCS, 2106, pp. 273-280. , In: Kerckhove, M. (ed.), Springer, Heidelberg; Durand, F., Dorsey, J., Fast bilateral filtering for the display of high-dynamic-range images (2002) Proceedings of ACM SIGGRAPH, pp. 257-266; Durand, F., Dorsey, J., Fast bilateral filtering for the display of high dynamic range images (2002) Proceedings of SIGGRAPH, pp. 844-847; Elad, M., Analysis of the bilateral filter (2002) The 36Th Asilomar on Signals, Systems and Computers, Pacific Grove, CA; Elad, M., On the origin of the bilateral filter and ways to improve it (2002) IEEE Trans. Image Process, 11 (10), pp. 1141-1151; Fleishman, S., Drori, I., Cohen, D., Bilateral mesh filtering (2003) Proceedings of ACM SIGGRAPH, San Diego, TX, pp. 950-953; Barash, D., A fundamental relationship between bilateral filtering, adaptive smoothing and the non-linear diffusion equation (2002) PAMI, 24 (6), pp. 844-847; Labunets, V.G., Filters based on aggregation operators. Part 1. Aggregation Operators (2014) 24Th International Crimean Conference on Microwave & Telecommunication Technology (Crimico2014), 24, pp. 1239-1240. , 7-13 September, Sevastopol, Crimea, Russia; Labunets, V.G., Gainanov, D.N., Ostheimer, E., Filters based on aggregation operators. Part 2. The Kolmogorov filters (2014) 24Th International Crimean Conference on Microwave & Telecommunication Technology (Crimico2014), 24, pp. 1241-1242. , 7-13 September, Sevastopol, Crimea, Russia; Labunets, V.G., Gainanov, D.N., Tarasov, A.D., Ostheimer, E., Filters based on aggregation operators. Part 3. The Heron filters (2014) 24Th International Crimean Conference on Microwave & Telecommunication Technology (Crimico2014), 24, pp. 1243-1244. , 7-13 September, Sevastopol, Crimea, Russia; Labunets, V.G., Gainanov, D.N., Arslanova, R.A., Ostheimer, E., Filters based on aggregation operators. Part 4. Generalized vector median filters (2014) 24Th International Crimean Conference on Microwave & Telecommunication Technology (Crimico2014), 24, pp. 1245-1246. , 7-13 September, Sevastopol, Crimea, Russia; Mayor, G., Trillas, E., On the representation of some aggregation functions (1986) Proc. ISMVL, 20, pp. 111-114; Ovchinnikov, S., On robust aggregation procedures (1998) Aggregation Operators for Fusion under Fuzziness, 12, pp. 3-10. , In: Bouchon-Meunier, B. (ed.), Physica, Heidelberg
Correspondence Address Kurganski, A.; Ural Federal University, pr. Mira, 19, Russian Federation; email: k-and92@mail.ru
Editors Labunets V.G.Khachay M.Yu.Panchenko A.Konstantinova N.Ignatov D.I.
Sponsors Etal;Exactpro;GraphiCon;IT Centre;Krasovsky Institute of Mathematics and Mechanics
Publisher Springer Verlag
Conference name 4th International Conference on Analysis of Images, Social Networks and Texts, AIST 2015
Conference date 9 April 2015 through 11 April 2015
Conference code 158559
ISBN 9783319261225
Language of Original Document English
Abbreviated Source Title Commun. Comput. Info. Sci.
Source Scopus