{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T00:20:38Z","timestamp":1778545238763,"version":"3.51.4"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2012,10,5]],"date-time":"2012-10-05T00:00:00Z","timestamp":1349395200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["SIViP"],"published-print":{"date-parts":[[2014,11]]},"DOI":"10.1007\/s11760-012-0379-0","type":"journal-article","created":{"date-parts":[[2012,10,4]],"date-time":"2012-10-04T09:31:38Z","timestamp":1349343098000},"page":"1459-1474","source":"Crossref","is-referenced-by-count":5,"title":["Despeckling SAR images based on a new probabilistic model in nonsubsampled contourlet transform domain"],"prefix":"10.1007","volume":"8","author":[{"given":"Xiaolin","family":"Tian","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Licheng","family":"Jiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaohua","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2012,10,5]]},"reference":[{"key":"379_CR1","unstructured":"Lee, J.S.: Digital image enhancement and noise filtering by use of local statistics. In: IEEE Trans. Pattern Anal. Mach. Intell. 2(2), 165\u2013168 (1980)"},{"key":"379_CR2","unstructured":"Frost, V.S., Stiles, J.A., Shanmugan, K.S., Holtzman, J.C.: A model for radar images and its application to adaptive digital filtering of multiplicative noise. In: IEEE Trans. Pattern Anal. Mach. Intell. 4(2), 157\u2013166 (1982)"},{"key":"379_CR3","doi-asserted-by":"crossref","unstructured":"Lopes, A., Nezry, E., Touzi, R., Laur, H.: Maximum a posteriori speckle filtering and first order texture models in SAR images. In: International Geoscience and Remote Sensing Symposium, vol. 3, pp. 2409\u20132412. New York (1990)","DOI":"10.1109\/IGARSS.1990.689026"},{"key":"379_CR4","doi-asserted-by":"crossref","unstructured":"Achim, A., Kuruoglu, E.E., Zerubia, J.: SAR image filtering based on the heavy-tailed Rayleigh model. In: IEEE Trans. Image Process. 15(9), 2686\u20132693 (2006)","DOI":"10.1109\/TIP.2006.877362"},{"key":"379_CR5","doi-asserted-by":"crossref","unstructured":"Lopes, A., Touzi, R., Nezry, E.: Adaptive speckle filters and scene heterogeneity. In: IEEE Trans. Geosci. Remote Sens. 28(6), 992\u20131000 (1990)","DOI":"10.1109\/36.62623"},{"key":"379_CR6","unstructured":"Frost, V.S., Stiles, J.A., Shanmugan, K.S., Holtzman, J.C.: A model for radar images and its application to adaptive digital filtering of multiplicative noise. In: IEEE Trans. Pattern Anal. Mach. Intell. 4(2), 157\u2013166 (1982)"},{"key":"379_CR7","unstructured":"Kuan, D.T., Sawchuk, A.A., Strand, T.C., Chavel, P.: Adaptive noise smoothing filter for images with signal-dependent noise. In: IEEE Trans. Pattern Anal. Mach. Intell. 7(2), 165\u2013177 (1985)"},{"key":"379_CR8","doi-asserted-by":"crossref","unstructured":"Walessa, M., Datcu, M.: Model-based despeckling and information extraction from SAR images. In: IEEE Trans. Geosci. Remote Sens. 38(5), 2258\u20132269 (2000)","DOI":"10.1109\/36.868883"},{"key":"379_CR9","doi-asserted-by":"crossref","unstructured":"Foucher, S., B\u00e9ni\u00e9, G.B., Boucher, J.-M.: Multiscale MAP filtering of SAR images. In: IEEE Trans. Image Process. 10(1), 49\u201360 (2001)","DOI":"10.1109\/83.892442"},{"key":"379_CR10","doi-asserted-by":"crossref","unstructured":"Xie, H., Pierce, L.E., Ulaby, F.T.: SAR speckle reduction using wavelet denoising and Markov random field modeling. In: IEEE Trans. Geosci. Remote Sens. 40(10), 2196\u20132212 (2002)","DOI":"10.1109\/TGRS.2002.802473"},{"key":"379_CR11","doi-asserted-by":"crossref","unstructured":"Argenti, F.: Speckle removal from SAR images in the undecimated domain. In: IEEE Trans. Geosci. Remote Sens. 40(11), 2363\u20132374 (2002)","DOI":"10.1109\/TGRS.2002.805083"},{"key":"379_CR12","unstructured":"Gleich, D., Datcu, M.: Gauss-Markov model for wavelet-based SAR image despeckling. In: IEEE Signal Process. Lett. 13(6), 365\u2013368 (2006)"},{"key":"379_CR13","doi-asserted-by":"crossref","unstructured":"Gleich, D., Datcu, M.: Wavelet-based SAR image despeckling and information extraction, using particle filter. In: IEEE Trans. Image Process. 18(10), 2167\u20132184 (2009)","DOI":"10.1109\/TIP.2009.2023729"},{"key":"379_CR14","doi-asserted-by":"crossref","unstructured":"Yu, H., Zhao, L., Wang, H.: Image denoising using trivariate shrinkage filter in the wavelet domain and joint bilateral filter in the spatial domain. In: IEEE Trans. Image Process. 18(10), 2364\u20132369 (2009)","DOI":"10.1109\/TIP.2009.2026685"},{"key":"379_CR15","doi-asserted-by":"crossref","unstructured":"Solbo, S., Eltoft, T.: A Stationary wavelet-domain wiener filter for correlated speckle. In: IEEE Trans. Geosci. Remote Sens. 46(4), 1219\u20131230 (2008)","DOI":"10.1109\/TGRS.2007.912718"},{"key":"379_CR16","doi-asserted-by":"crossref","unstructured":"Do, M.N., Vetterli, M.: The contourlet transform: an efficient directional multiresolution image representation. In: IEEE Trans. Image Process. 14(6), 760\u2013769 (2005)","DOI":"10.1109\/TIP.2005.859376"},{"key":"379_CR17","doi-asserted-by":"crossref","unstructured":"Po, D.D.-Y., Do, M.N.: Directional multiscale modeling of images using the contourlet transform. In: IEEE Trans. Image Process. 15(6), 1610\u20131620 (2006)","DOI":"10.1109\/TIP.2006.873450"},{"key":"379_CR18","doi-asserted-by":"crossref","unstructured":"Eslami, R., Radha, H.: The contourlet transform for image de-noising using cycle spinning. In: Asilomar Conference on Signals, Systems, and Computers, pp. 1982\u20131986. Pacific Grove (2003)","DOI":"10.1109\/ACSSC.2003.1292328"},{"key":"379_CR19","doi-asserted-by":"crossref","unstructured":"Eslami, R., Radha, H.: Translation-invariant contourlet transform and its application to image denoising. In: IEEE Trans. Image Process. 15(11), 3362\u20133374 (2006)","DOI":"10.1109\/TIP.2006.881992"},{"key":"379_CR20","doi-asserted-by":"crossref","unstructured":"Qu, X., Yan, J.: The cycle spinning-based sharp frequency localized contourlet transform for image denoising. In: IEEE International Conference on Intelligent System and Knowledge Engineering, pp. 1247\u20131251. Xiamen (2008)","DOI":"10.1109\/ISKE.2008.4731121"},{"key":"379_CR21","doi-asserted-by":"crossref","unstructured":"Zhou, J., Cunha, A.L., Do, M.N.: Nonsubsampled contourlet transform: construction and application in enhancement. In: IEEE International Conference on Image Processing, vol. 1, pp. 469\u2013472. Genoa (2005)","DOI":"10.1109\/ICIP.2005.1529789"},{"key":"379_CR22","doi-asserted-by":"crossref","unstructured":"Cunha, A.L., Zhou, J., Do, M.N.: Nonsubsampled contourlet transform filter design and applications in denoising. In: IEEE International Conference on Image Processing, vol. 1, pp. 749\u2013752, Genoa (2005)","DOI":"10.1109\/ICIP.2005.1529859"},{"key":"379_CR23","doi-asserted-by":"crossref","unstructured":"Cunha, A.L., Zhou, J., Do, M.N.: The nonsubsampled contourlet theory, design and application. In: IEEE Trans. Image Process. 15(10), 1779\u20131793 (2006)","DOI":"10.1109\/TIP.2006.877507"},{"key":"379_CR24","doi-asserted-by":"crossref","unstructured":"Sveinsson, J.R., Benediktsson, J.A.: Combined wavelet and contourlet denoising of SAR images. In: International Geoscience and Remote Sensing Symposium, vol. 3, pp. 1150\u20131153. Boston (2008)","DOI":"10.1109\/IGARSS.2008.4779559"},{"key":"379_CR25","doi-asserted-by":"crossref","unstructured":"Zhong, H., Feng, Y.T., Jiao, L.C.: Road extraction in remote sensing images based on nonsubsampled contourlet transform. In: 2nd Asian-Pacific Conference on Synthetic Aperture Radar, pp. 880\u2013883 (2009)","DOI":"10.1109\/APSAR.2009.5374196"},{"issue":"1","key":"379_CR26","first-page":"013013(1\u201313)","volume":"17","author":"Q Sun","year":"2008","unstructured":"Sun, Q., Jiao, L.C., Hou, B.: Synthetic aperture radar image despeckling via spatially adaptive shrinkage in the nonsubsampled contourlet transform domain. J. Electr. Imaging 17(1), 013013(1\u201313) (2008)","journal-title":"J. Electr. Imaging"},{"issue":"3","key":"379_CR27","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1109\/18.382009","volume":"41","author":"DL Donoho","year":"1995","unstructured":"Donoho, D.L.: Denoising by soft-thresholding. IEEE Trans. Inf. Theory 41(3), 613\u2013627 (1995)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"379_CR28","volume-title":"All of Nonparametric Statistics","author":"L Wasserman","year":"2006","unstructured":"Wasserman, L.: All of Nonparametric Statistics. Springer, Berlin (2006)"},{"issue":"8","key":"379_CR29","doi-asserted-by":"crossref","first-page":"1912","DOI":"10.1109\/TGRS.2005.848427","volume":"43","author":"NT Thanh","year":"2005","unstructured":"Thanh, N.T., Ron, W., Dirk, H.H., Lutgardea, M.C.B.: Initialization of Markov random field clustering of large remote sensing images. IEEE Trans. Geosci. Remote Sens. 43(8), 1912\u20131919 (2005)","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"379_CR30","doi-asserted-by":"crossref","unstructured":"Roger, F., Yves, D., Wojciech, P., Marc, S., Florence, T.: Unsupervised classification of radar images using hidden Markov chains and hidden Markov random fields. In: IEEE Trans. Geosci. Remote Sens. 41(3), 675\u2013686 (2003)","DOI":"10.1109\/TGRS.2003.809940"},{"key":"379_CR31","unstructured":"Zhang, W., Liu, F.: SAR image despeckling using edge detection and feature clustering in Bandelet domain. In: IEEE Geosci. Remote Sens. Lett. 7(1), 131\u2013135 (2010)"}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-012-0379-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11760-012-0379-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-012-0379-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T23:07:04Z","timestamp":1744240024000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11760-012-0379-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,10,5]]},"references-count":31,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2014,11]]}},"alternative-id":["379"],"URL":"https:\/\/doi.org\/10.1007\/s11760-012-0379-0","relation":{},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,10,5]]}}}