{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T18:13:05Z","timestamp":1782843185311,"version":"3.54.5"},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2022,7,21]],"date-time":"2022-07-21T00:00:00Z","timestamp":1658361600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,7,21]],"date-time":"2022-07-21T00:00:00Z","timestamp":1658361600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Machine Vision and Applications"],"published-print":{"date-parts":[[2022,9]]},"DOI":"10.1007\/s00138-022-01322-w","type":"journal-article","created":{"date-parts":[[2022,7,21]],"date-time":"2022-07-21T18:02:49Z","timestamp":1658426569000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Joint patch clustering-based adaptive dictionary and sparse representation for multi-modality image fusion"],"prefix":"10.1007","volume":"33","author":[{"given":"Chang","family":"Wang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yang","family":"Wu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Yu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun Qiang","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,7,21]]},"reference":[{"key":"1322_CR1","doi-asserted-by":"publisher","unstructured":"Kaur H, Koundal D, Kadyan V.: Image fusion techniques: a survey. Arch. Comput. Methods Eng., https:\/\/doi.org\/10.1007\/s11831-021-09540-7 (2021).","DOI":"10.1007\/s11831-021-09540-7"},{"issue":"2","key":"1322_CR2","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1016\/j.inffus.2006.04.001","volume":"8","author":"A Goshtasby","year":"2007","unstructured":"Goshtasby, A., Nikolov, S.: Image fusion: advances in the state of the art. Inf. Fusion 8(2), 114\u2013118 (2007). https:\/\/doi.org\/10.1016\/j.inffus.2006.04.001","journal-title":"Inf. Fusion"},{"key":"1322_CR3","doi-asserted-by":"publisher","unstructured":"Ma, J., Ma, Y., Li, C.: Infrared and visible image fusion methods and applications: a survey. Inf. Fusion, https:\/\/doi.org\/10.1016\/j.inffus.2018.02.004(2019).","DOI":"10.1016\/j.inffus.2018.02.004(2019)"},{"key":"1322_CR4","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1016\/j.inffus.2013.12.002","volume":"19","author":"AP James","year":"2014","unstructured":"James, A.P., Dasarathy, B.V.: Medical image fusion: A survey of the state of the art. Inf. Fusion 19, 4\u201319 (2014). https:\/\/doi.org\/10.1016\/j.inffus.2013.12.002","journal-title":"Inf. Fusion"},{"issue":"2","key":"1322_CR5","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1016\/j.inffus.2010.03.002","volume":"12","author":"S Li","year":"2011","unstructured":"Li, S., Yang, B., Hu, J.: Performance comparison of different multi-resolution transforms for image fusion. Inf. Fusion 12(2), 74\u201384 (2011). https:\/\/doi.org\/10.1016\/j.inffus.2010.03.002","journal-title":"Inf. Fusion"},{"issue":"15","key":"1322_CR6","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1016\/j.inffus.2016.12.009","volume":"36","author":"M Nejati","year":"2017","unstructured":"Nejati, M., Samavi, S., Karimi, N.: Surface area-based focus criterion for multi-focus image fusion. Inf. Fusion 36(15), 284\u2013295 (2017). https:\/\/doi.org\/10.1016\/j.inffus.2016.12.009","journal-title":"Inf. Fusion"},{"issue":"8","key":"1322_CR7","first-page":"759","volume":"46","author":"R Eckhorn","year":"1989","unstructured":"Eckhorn, R., Reitbock, H.J., Arndt, M., Dicke, P.: A neural network for feature linking via synchronous activity: results from cat visual cortex and from simulations. Can. J. Microbiol. 46(8), 759\u2013763 (1989)","journal-title":"Can. J. Microbiol."},{"key":"1322_CR8","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1117\/12.235981","volume":"II","author":"RP Broussard","year":"1996","unstructured":"Broussard, R.P., Rogers, S.K.: Physiologically motivated image fusion using pulse-coupled neural networks. Proc. Appl. Sci. Artif. Neural Netw. II, 372\u2013384 (1996). https:\/\/doi.org\/10.1117\/12.235981","journal-title":"Proc. Appl. Sci. Artif. Neural Netw."},{"key":"1322_CR9","unstructured":"Li, T.: Research on multi sensor image information fusion method and application, Central South University (2001)."},{"issue":"1","key":"1322_CR10","first-page":"102","volume":"21","author":"JY Zhang","year":"2004","unstructured":"Zhang, J.Y., Liang, J.L.: Image fusion based on pulse-coupled neural networks [J]. Computer Simulation 21(1), 102\u2013104 (2004)","journal-title":"Computer Simulation"},{"key":"1322_CR11","doi-asserted-by":"publisher","first-page":"1508","DOI":"10.1016\/S1874-1029(08)60174-3","volume":"34","author":"XB Qu","year":"2008","unstructured":"Qu, X.B.: Image fusion algorithm based on spatial frequency motivated pulse coupled neural networks in NSCT domain. ACTA AUTOM ATICA SINICA 34, 1508\u20131514 (2008)","journal-title":"ACTA AUTOM ATICA SINICA"},{"issue":"1","key":"1322_CR12","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1016\/j.infrared.2014.04.003","volume":"65","author":"WW Kong","year":"2014","unstructured":"Kong, W.W., Zhang, L.J., Lei, Y.: Novel fusion method for visible light and infrared images based on NSST\u2013SF\u2013PCNN. Infr. Phys. Technol. 65(1), 103\u2013112 (2014). https:\/\/doi.org\/10.1016\/j.infrared.2014.04.003","journal-title":"Infr. Phys. Technol."},{"issue":"2","key":"1322_CR13","doi-asserted-by":"publisher","first-page":"176","DOI":"10.1016\/j.inffus.2007.04.003","volume":"9","author":"Z Wang","year":"2008","unstructured":"Wang, Z., Ma, Y.: Medical image fusion using m-PCNN. Inf. Fusion 9(2), 176\u2013185 (2008). https:\/\/doi.org\/10.1016\/j.inffus.2007.04.003","journal-title":"Inf. Fusion"},{"key":"1322_CR14","doi-asserted-by":"publisher","first-page":"1017","DOI":"10.1166\/jmihi.2019.2669","volume":"9","author":"C Wang","year":"2019","unstructured":"Wang, C., Zhao, Z.Z., Ren, Q.Q., et al.: Multi-modality anatomical and functional medical image fusion based on simplified-spatial frequency-pulse coupled neural networks and region energy-weighted average strategy in non-sub sampled contourlet transform domain. J. Med. Imag. Health Inf. 9, 1017\u20131027 (2019). https:\/\/doi.org\/10.1166\/jmihi.2019.2669","journal-title":"J. Med. Imag. Health Inf."},{"key":"1322_CR15","doi-asserted-by":"publisher","first-page":"588","DOI":"10.1016\/j.asoc.2016.03.028","volume":"48","author":"X Xu","year":"2016","unstructured":"Xu, X., Shan, D., Wang, G., et al.: Multimodal medical image fusion using PCNN optimized by the QPSO algorithm. Appl. Soft Comput. 48, 588\u2013595 (2016). https:\/\/doi.org\/10.1016\/j.asoc.2016.03.028","journal-title":"Appl. Soft Comput."},{"issue":"1","key":"1322_CR16","first-page":"1295","volume":"21","author":"Q Wang","year":"2016","unstructured":"Wang, Q., Nie, R.C., Zhou, D.M., Jin, X., He, K.J., Yu, J.F.: Image fusion algorithm using PCNN model parameters of multi-objective particle swarm optimization. J. Image Graph. 21(1), 1295\u20131306 (2016)","journal-title":"J. Image Graph."},{"issue":"5","key":"1322_CR17","doi-asserted-by":"publisher","first-page":"1074","DOI":"10.1109\/JSTSP.2011.2112332","volume":"5","author":"N Yu","year":"2011","unstructured":"Yu, N., Qiu, T., Bi, F., Wang, A.: Image features extraction and fusion based on joint sparse representation. IEEE J. Select. Topics Signal Process. 5(5), 1074\u20131082 (2011)","journal-title":"IEEE J. Select. Topics Signal Process."},{"key":"1322_CR18","unstructured":"Zhang, Q., Liu, Y., Blum, R.S. et al.: Sparse representation based multi-sensor image fusion: a review, Inf. Fusion, S1566253517301136 (2017)."},{"issue":"4","key":"1322_CR19","doi-asserted-by":"publisher","first-page":"884","DOI":"10.1109\/TIM.2009.2026612","volume":"59","author":"B Yang","year":"2010","unstructured":"Yang, B., Li, S.: Multi focus image fusion and restoration with sparse representation. IEEE Trans. Instrum. Meas. 59(4), 884\u2013892 (2010). https:\/\/doi.org\/10.1109\/TIM.2009.2026612","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"1322_CR20","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1016\/j.neucom.2014.07.003","volume":"148","author":"HT Yin","year":"2015","unstructured":"Yin, H.T.: Sparse representation with learned multiscale dictionary for image fusion. Neurocomputing 148, 600\u2013610 (2015). https:\/\/doi.org\/10.1016\/j.neucom.2014.07.003","journal-title":"Neurocomputing"},{"issue":"004","key":"1322_CR21","first-page":"242","volume":"022","author":"LG Xin","year":"2005","unstructured":"Xin, L.G., Wang, R.L., Wang, G.Y., et al.: Remote Sensing Image Fusion based on DCT. Appl. Res. Comput. 022(004), 242\u2013243 (2005)","journal-title":"Appl. Res. Comput."},{"issue":"11","key":"1322_CR22","doi-asserted-by":"publisher","first-page":"4311","DOI":"10.1109\/TSP.2006.881199","volume":"54","author":"M Aharon","year":"2006","unstructured":"Aharon, M., Elad, M., Bruckstein, A.: K-SVD: an algorithm for designing over complete dictionaries for sparse representation. IEEE Trans. Signal Process. 54(11), 4311\u20134322 (2006)","journal-title":"IEEE Trans. Signal Process."},{"key":"1322_CR23","doi-asserted-by":"publisher","first-page":"1814","DOI":"10.1364\/AO.55.001814","volume":"55","author":"Y Li","year":"2016","unstructured":"Li, Y., Li, F.Y., Bai, B.D., et al.: Image fusion via nonlocal sparse K-SVD dictionary learning. Appl. Opt. 55, 1814\u20131823 (2016). https:\/\/doi.org\/10.1364\/AO.55.001814","journal-title":"Appl. Opt."},{"key":"1322_CR24","doi-asserted-by":"publisher","first-page":"198","DOI":"10.1016\/j.inffus.2015.03.003","volume":"27","author":"M Kim","year":"2016","unstructured":"Kim, M., Han, D.K., Ko, H.: Joint patch clustering-based dictionary learning for multimodal image fusion. Inf. Fusion 27, 198\u2013214 (2016). https:\/\/doi.org\/10.1016\/j.inffus.2015.03.003","journal-title":"Inf. Fusion"},{"key":"1322_CR25","doi-asserted-by":"publisher","first-page":"1301","DOI":"10.1109\/ICIP.2013.6738268","volume":"2013","author":"M Kim","year":"2013","unstructured":"Kim, M., Han, D.K., Ko, H.: Multimodal image fusion via sparse representation with local patch dictionaries. IEEE Int. Conf. Image Process. 2013, 1301\u20131305 (2013). https:\/\/doi.org\/10.1109\/ICIP.2013.6738268","journal-title":"IEEE Int. Conf. Image Process."},{"key":"1322_CR26","doi-asserted-by":"crossref","unstructured":"Shen, Y., Xiong, H., Dai, W.: Multiscale dictionary learning for hierarchical sparse representation, IEEE International Conference on Multimedia & Expo. IEEE (2017).","DOI":"10.1109\/ICME.2017.8019435"},{"key":"1322_CR27","unstructured":"Piella, G., Heijmans, H.: A new quality metric for image fusion, Proceedings of 10th International Conference on Image Processing, Barcelona, Spain, 173\u2013176 (2003)."},{"key":"1322_CR28","unstructured":"A.J. Keith, A. J., AlexBecker, J.: The Whole Brain Atlas on CD-ROM, 1999, Amsterdam, Holland, Lippincott Williams & Wilkins."},{"key":"1322_CR29","unstructured":"Alexander, T.: TNO Image Fusion Dataset. figshare. Dataset. 2014, 10.6084\/m9.figshare.1008029.v1"},{"key":"1322_CR30","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1016\/j.inffus.2014.10.004","volume":"25","author":"M Nejati","year":"2015","unstructured":"Nejati, M., Samavi, S., Shirani, S.: Multi-focus Image Fusion Using Dictionary-Based Sparse Representation [J]. Information Fusion 25, 72\u201384 (2015). https:\/\/doi.org\/10.1016\/j.inffus.2014.10.004","journal-title":"Information Fusion"}],"container-title":["Machine Vision and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-022-01322-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00138-022-01322-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00138-022-01322-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,12]],"date-time":"2022-09-12T16:08:35Z","timestamp":1662998915000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00138-022-01322-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,21]]},"references-count":30,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2022,9]]}},"alternative-id":["1322"],"URL":"https:\/\/doi.org\/10.1007\/s00138-022-01322-w","relation":{},"ISSN":["0932-8092","1432-1769"],"issn-type":[{"value":"0932-8092","type":"print"},{"value":"1432-1769","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,7,21]]},"assertion":[{"value":"7 October 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"13 June 2022","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 June 2022","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"21 July 2022","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declaration"}},{"value":"The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interest"}}],"article-number":"69"}}