{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,5]],"date-time":"2026-04-05T06:49:53Z","timestamp":1775371793828,"version":"3.50.1"},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2018,7,1]],"date-time":"2018-07-01T00:00:00Z","timestamp":1530403200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J. Comput. Sci. Technol."],"published-print":{"date-parts":[[2018,7]]},"DOI":"10.1007\/s11390-018-1859-7","type":"journal-article","created":{"date-parts":[[2018,7,14]],"date-time":"2018-07-14T02:41:48Z","timestamp":1531536108000},"page":"838-848","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["3D Filtering by Block Matching and Convolutional Neural Network for Image Denoising"],"prefix":"10.1007","volume":"33","author":[{"given":"Bei-Ji","family":"Zou","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yun-Di","family":"Guo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qi","family":"He","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ping-Bo","family":"Ouyang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ke","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zai-Liang","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,7,13]]},"reference":[{"key":"1859_CR1","doi-asserted-by":"crossref","unstructured":"Tomasi C, Manduchi R. Bilateral filtering for gray and color images. In Proc. the 6th Int. Conf. Computer Vision, January 1998, pp.839-846.","DOI":"10.1109\/ICCV.1998.710815"},{"key":"1859_CR2","doi-asserted-by":"crossref","unstructured":"Perona P, Malik J. Scale-space and edge detection using anisotropic diffusion. IEEE Trans. Pattern Analysis and Machine Intelligence, 1990, 12(7): 629-639.","DOI":"10.1109\/34.56205"},{"key":"1859_CR3","doi-asserted-by":"crossref","unstructured":"Rudin L I, Osher S, Fatemi E. Nonlinear total variation based noise removal algorithms. Physica D: Nonlinear Phenomena, 1992, 60(1\/2\/3\/4): 259-268.","DOI":"10.1016\/0167-2789(92)90242-F"},{"issue":"2","key":"1859_CR4","doi-asserted-by":"publisher","first-page":"460","DOI":"10.1137\/040605412","volume":"4","author":"S Osher","year":"2005","unstructured":"Osher S, Burger M, Goldfarb D, Xu J J, Yin W T. An iterative regularization method for total variation-based image restoration. Multiscale Modeling & Simulation, 2005, 4(2): 460-489.","journal-title":"Multiscale Modeling & Simulation"},{"issue":"3","key":"1859_CR5","doi-asserted-by":"publisher","first-page":"613","DOI":"10.1109\/18.382009","volume":"41","author":"DL Donoho","year":"1995","unstructured":"Donoho D L. De-noising by soft-thresholding. IEEE Trans. Information Theory, 1995, 41(3): 613-627.","journal-title":"IEEE Trans. Information Theory"},{"issue":"9","key":"1859_CR6","doi-asserted-by":"publisher","first-page":"1532","DOI":"10.1109\/83.862633","volume":"9","author":"SG Chang","year":"2000","unstructured":"Chang S G, Yu B, Vetterli M. Adaptive wavelet thresholding for image denoising and compression. IEEE Trans. Image Processing, 2000, 9(9): 1532-1546.","journal-title":"IEEE Trans. Image Processing"},{"issue":"6","key":"1859_CR7","doi-asserted-by":"publisher","first-page":"670","DOI":"10.1109\/TIP.2002.1014998","volume":"11","author":"JL Starck","year":"2002","unstructured":"Starck J L, Candes E J, Donoho D L. The curvelet transform for image denoising. IEEE Trans. Image Processing, 2002, 11(6): 670-684.","journal-title":"IEEE Trans. Image Processing"},{"issue":"12","key":"1859_CR8","doi-asserted-by":"publisher","first-page":"3736","DOI":"10.1109\/TIP.2006.881969","volume":"15","author":"M Elad","year":"2006","unstructured":"Elad M, Aharon M. Image denoising via sparse and redundant representations over learned dictionaries. IEEE Trans. Image Processing, 2006, 15(12): 3736-3745.","journal-title":"IEEE Trans. Image Processing"},{"issue":"4","key":"1859_CR9","doi-asserted-by":"publisher","first-page":"1620","DOI":"10.1109\/TIP.2012.2235847","volume":"22","author":"WS Dong","year":"2013","unstructured":"Dong W S, Zhang L, Shi G M, Li X. Nonlocally centralized sparse representation for image restoration. IEEE Trans. Image Processing, 2013, 22(4): 1620-1630.","journal-title":"IEEE Trans. Image Processing"},{"key":"1859_CR10","doi-asserted-by":"crossref","unstructured":"Buades A, Coll B, Morel J M. A non-local algorithm for image denoising. In Proc. IEEE Computer Society Conf. Computer Vision and Pattern Recognition, June 2005, pp.60-65.","DOI":"10.1109\/CVPR.2005.38"},{"key":"1859_CR11","doi-asserted-by":"crossref","unstructured":"Gu S H, Zhang L, Zuo W M, Feng X C. Weighted nuclear norm minimization with application to image denoising. In Proc. IEEE Conf. Computer Vision and Pattern Recognition, June 2014.","DOI":"10.1109\/CVPR.2014.366"},{"key":"1859_CR12","unstructured":"Jain V, Seung H S. Natural image denoising with convolutional networks. In Proc. the 21st Int. Conf. Neural Information Processing Systems, December 2008, pp.769-776."},{"key":"1859_CR13","first-page":"3371","volume":"11","author":"P Vincent","year":"2010","unstructured":"Vincent P, Larochelle H, Lajoie I, Bengio Y, Manzagol P A. Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion. Journal of Machine Learning Research, 2010, 11: 3371-3408.","journal-title":"Journal of Machine Learning Research"},{"key":"1859_CR14","unstructured":"Xie J Y, Xu L L, Chen E H. Image denoising and inpainting with deep neural networks. In Proc. the 25th Int. Conf. Neural Information Processing Systems, December 2012, pp.341-349."},{"key":"1859_CR15","doi-asserted-by":"crossref","unstructured":"Vemulapalli R, Tuzel O, Liu M Y. Deep Gaussian conditional random field network: A model-based deep network for discriminative denoising. In Proc. IEEE Conf. Computer Vision and Pattern Recognition, June 2016.","DOI":"10.1109\/CVPR.2016.519"},{"issue":"7","key":"1859_CR16","doi-asserted-by":"publisher","first-page":"3142","DOI":"10.1109\/TIP.2017.2662206","volume":"26","author":"K Zhang","year":"2017","unstructured":"Zhang K, Zuo W M, Chen Y J, Meng D Y, Zhang L. Beyond a gaussian denoiser: Residual learning of deep CNN for image denoising. IEEE Trans. Image Processing, 2017, 26(7): 3142-3155.","journal-title":"IEEE Trans. Image Processing"},{"key":"1859_CR17","doi-asserted-by":"crossref","unstructured":"Peyr\u00e9 G, Bougleux S, Cohen L. Non-local regularization of inverse problems. In Proc. the 10th European Conf. Computer Vision, October 2008, pp.57-68.","DOI":"10.1007\/978-3-540-88690-7_5"},{"issue":"8","key":"1859_CR18","doi-asserted-by":"publisher","first-page":"2080","DOI":"10.1109\/TIP.2007.901238","volume":"16","author":"K Dabov","year":"2007","unstructured":"Dabov K, Foi A, Katkovnik V, Egiazarian K. Image denoising by sparse 3-D transform-domain collaborative filtering. IEEE Trans. Image Processing, 2007, 16(8): 2080-2095.","journal-title":"IEEE Trans. Image Processing"},{"issue":"4","key":"1859_CR19","doi-asserted-by":"publisher","first-page":"1531","DOI":"10.1016\/j.patcog.2009.09.023","volume":"43","author":"L Zhang","year":"2010","unstructured":"Zhang L, Dong W S, Zhang D, Shi G M. Two-stage image denoising by principal component analysis with local pixel grouping. Pattern Recognition, 2010, 43(4): 1531-1549.","journal-title":"Pattern Recognition"},{"key":"1859_CR20","doi-asserted-by":"crossref","unstructured":"Dong W S, Li X, Zhang L, Shi G M. Sparsity-based image denoising via dictionary learning and structural clustering. In Proc. IEEE Conf. Computer Vision and Pattern Recognition, June 2011, pp.457-464.","DOI":"10.1109\/CVPR.2011.5995478"},{"key":"1859_CR21","doi-asserted-by":"crossref","unstructured":"Liu H F, Xiong R Q, Zhang J, Gao W. Image denoising via adaptive soft-thresholding based on non-local samples. In Proc. IEEE Conf. Computer Vision and Pattern Recognition, June 2015, pp.484-492.","DOI":"10.1109\/CVPR.2015.7298646"},{"issue":"7553","key":"1859_CR22","doi-asserted-by":"publisher","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun Y, Bengio Y, Hinton G. Deep learning. Nature, 2015, 521(7553): 436-444.","journal-title":"Nature"},{"key":"1859_CR23","doi-asserted-by":"crossref","unstructured":"Burger H C, Schuler C J, Harmeling S. Image denoising: Can plain neural networks compete with BM3D? In Proc. IEEE Conf. Computer Vision and Pattern Recognition, June 2012, pp.2392-2399.","DOI":"10.1109\/CVPR.2012.6247952"},{"key":"1859_CR24","unstructured":"Li H M. Deep learning for image denoising. Int. Journal of Signal Processing, Image Processing and Pattern Recognition, 2014, 7(3): 171-180."},{"key":"1859_CR25","unstructured":"Agostinelli F, Anderson M R, Lee H. Adaptive multicolumn deep neural networks with application to robust image denoising. In Proc. the 26th Int. Conf. Neural Information Processing Systems, December 2013, pp.1493-1501."},{"key":"1859_CR26","unstructured":"MacQueen J. Some methods for classification and analysis of multivariate observations. In Proc. the 5th Berkeley Symp. Mathematical Statistics and Probability, June 1967, pp.281-297."},{"key":"1859_CR27","unstructured":"Xie X L, Beni G. A validity measure for fuzzy clustering. IEEE Trans. Pattern Analysis and Machine Intelligence, 1991, 13(8): 841-847."},{"issue":"2","key":"1859_CR28","doi-asserted-by":"publisher","first-page":"157","DOI":"10.1109\/TIT.1982.1056457","volume":"28","author":"A Gersho","year":"1982","unstructured":"Gersho A. On the structure of vector quantizers. IEEE Trans. Information Theory, 1982, 28(2): 157-166.","journal-title":"IEEE Trans. Information Theory"},{"issue":"9","key":"1859_CR29","doi-asserted-by":"publisher","first-page":"2778","DOI":"10.1016\/j.sigpro.2010.03.016","volume":"90","author":"Q Chen","year":"2010","unstructured":"Chen Q,Wu D P. Image denoising by bounded block matching and 3D filtering. Signal Processing, 2010, 90(9): 2778-2783.","journal-title":"Signal Processing"},{"issue":"1","key":"1859_CR30","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1109\/T-C.1974.223784","volume":"C-23","author":"N Ahmed","year":"1974","unstructured":"Ahmed N, Natarajan T, Rao K R. Discrete cosine transform. IEEE Trans. Computers, 1974, C-23(1): 90-93.","journal-title":"IEEE Trans. Computers"},{"key":"1859_CR31","unstructured":"Nair V, Hinton G E. Rectified linear units improve restricted Boltzmann machines. In Proc. the 27th Int. Conf. Machine Learning, June 2010, pp.807-814."},{"issue":"1","key":"1859_CR32","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1109\/PROC.1978.10837","volume":"66","author":"FJ Harris","year":"1978","unstructured":"Harris F J. On the use of windows for harmonic analysis with the discrete Fourier transform. Proc. the IEEE, 1978, 66(1): 51-83.","journal-title":"Proc. the IEEE"},{"issue":"4","key":"1859_CR33","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang Z, Bovik A C, Sheikh H R, Simoncelli E P. Image quality assessment: From error visibility to structural similarity. IEEE Trans. Image Processing, 2004, 13(4): 600-612.","journal-title":"IEEE Trans. Image Processing"},{"issue":"1","key":"1859_CR34","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1117\/1.429925","volume":"4","author":"JM Schmitt","year":"1999","unstructured":"Schmitt J M, Xiang S H, Yung K M. Speckle in optical coherence tomography. Journal of Biomedical Optics, 1999, 4(1): 95-105.","journal-title":"Journal of Biomedical Optics"},{"issue":"5","key":"1859_CR35","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1364\/BOE.3.000927","volume":"3","author":"LY Fang","year":"2012","unstructured":"Fang L Y, Li S T, Nie Q, Izatt J A, Toth C A, Farsiu S. Sparsity based denoising of spectral domain optical coherence tomography images. Biomedical Optics Express, 2012, 3(5): 927-942.","journal-title":"Biomedical Optics Express"}],"container-title":["Journal of Computer Science and Technology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11390-018-1859-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11390-018-1859-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11390-018-1859-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T20:00:59Z","timestamp":1751745659000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11390-018-1859-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":35,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2018,7]]}},"alternative-id":["1859"],"URL":"https:\/\/doi.org\/10.1007\/s11390-018-1859-7","relation":{},"ISSN":["1000-9000","1860-4749"],"issn-type":[{"value":"1000-9000","type":"print"},{"value":"1860-4749","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7]]},"assertion":[{"value":"22 June 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 January 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 July 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}