{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T15:18:18Z","timestamp":1785856698353,"version":"3.56.0"},"publisher-location":"Cham","reference-count":37,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030012335","type":"print"},{"value":"9783030012342","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"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":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-030-01234-2_16","type":"book-chapter","created":{"date-parts":[[2018,10,5]],"date-time":"2018-10-05T12:13:11Z","timestamp":1538741591000},"page":"262-277","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":680,"title":["Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2284-1700","authenticated-orcid":false,"given":"Xia","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0247-5221","authenticated-orcid":false,"given":"Jianlong","family":"Wu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1493-7569","authenticated-orcid":false,"given":"Zhouchen","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7498-6541","authenticated-orcid":false,"given":"Hong","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5860-4673","authenticated-orcid":false,"given":"Hongbin","family":"Zha","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,10,6]]},"reference":[{"key":"16_CR1","doi-asserted-by":"crossref","unstructured":"Zhang, X., Li, H., Qi, Y., Leow, W.K., Ng, T.K.: Rain removal in video by combining temporal and chromatic properties. In: IEEE ICME, pp. 461\u2013464 (2006)","DOI":"10.1109\/ICME.2006.262572"},{"issue":"1","key":"16_CR2","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/s11263-006-0028-6","volume":"75","author":"K Garg","year":"2007","unstructured":"Garg, K., Nayar, S.K.: Vision and rain. Int. J. Comput. Vis. 75(1), 3\u201327 (2007)","journal-title":"Int. J. Comput. Vis."},{"issue":"1","key":"16_CR3","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1007\/s11263-014-0759-8","volume":"112","author":"V Santhaseelan","year":"2015","unstructured":"Santhaseelan, V., Asari, V.K.: Utilizing local phase information to remove rain from video. Int. J. Comput. Vis. 112(1), 71\u201389 (2015)","journal-title":"Int. J. Comput. Vis."},{"issue":"8","key":"16_CR4","doi-asserted-by":"publisher","first-page":"1421","DOI":"10.1007\/s11760-012-0373-6","volume":"8","author":"AK Tripathi","year":"2014","unstructured":"Tripathi, A.K., Mukhopadhyay, S.: Removal of rain from videos: a review. Signal Image Video Process. 8(8), 1421\u20131430 (2014)","journal-title":"Signal Image Video Process."},{"key":"16_CR5","doi-asserted-by":"crossref","unstructured":"Luo, Y., Xu, Y., Ji, H.: Removing rain from a single image via discriminative sparse coding. In: IEEE ICCV, pp. 3397\u20133405 (2015)","DOI":"10.1109\/ICCV.2015.388"},{"key":"16_CR6","doi-asserted-by":"crossref","unstructured":"Chang, Y., Yan, L., Zhong, S.: Transformed low-rank model for line pattern noise removal. In: IEEE ICCV, pp. 1726\u20131734 (2017)","DOI":"10.1109\/ICCV.2017.191"},{"key":"16_CR7","doi-asserted-by":"crossref","unstructured":"Li, Y., Tan, R.T., Guo, X., Lu, J., Brown, M.S.: Rain streak removal using layer priors. In: IEEE CVPR, pp. 2736\u20132744 (2016)","DOI":"10.1109\/CVPR.2016.299"},{"key":"16_CR8","doi-asserted-by":"crossref","unstructured":"Fu, X., Huang, J., Zeng, D., Huang, Y., Ding, X., Paisley, J.: Removing rain from single images via a deep detail network. In: IEEE CVPR, pp. 1715\u20131723 (2017)","DOI":"10.1109\/CVPR.2017.186"},{"key":"16_CR9","doi-asserted-by":"crossref","unstructured":"Yang, W., Tan, R.T., Feng, J., Liu, J., Guo, Z., Yan, S.: Deep joint rain detection and removal from a single image. In: IEEE CVPR, pp. 1357\u20131366 (2017)","DOI":"10.1109\/CVPR.2017.183"},{"key":"16_CR10","doi-asserted-by":"crossref","unstructured":"Huang, D.A., Kang, L.W., Yang, M.C., Lin, C.W., Wang, Y.C.F.: Context-aware single image rain removal. In: IEEE ICME, pp. 164\u2013169 (2012)","DOI":"10.1109\/ICME.2012.92"},{"key":"16_CR11","unstructured":"Yu, F., Koltun, V.: Multi-scale context aggregation by dilated convolutions. arXiv preprint arXiv:1511.07122 (2015)"},{"key":"16_CR12","doi-asserted-by":"crossref","unstructured":"Chen, Q., Xu, J., Koltun, V.: Fast image processing with fully-convolutional networks. In: IEEE ICCV, pp. 2516\u20132525 (2017)","DOI":"10.1109\/ICCV.2017.273"},{"key":"16_CR13","unstructured":"Li, R., Cheong, L.F., Tan, R.T.: Single image deraining using scale-aware multi-stage recurrent network. arXiv preprint arXiv:1712.06830 (2017)"},{"issue":"2\u20133","key":"16_CR14","doi-asserted-by":"publisher","first-page":"256","DOI":"10.1007\/s11263-008-0200-2","volume":"86","author":"PC Barnum","year":"2010","unstructured":"Barnum, P.C., Narasimhan, S., Kanade, T.: Analysis of rain and snow in frequency space. Int. J. Comput. Vis. 86(2\u20133), 256 (2010)","journal-title":"Int. J. Comput. Vis."},{"key":"16_CR15","doi-asserted-by":"crossref","unstructured":"Garg, K., Nayar, S.K.: Detection and removal of rain from videos. In: IEEE CVPR, vol. 1, pp. 528\u2013535 (2004)","DOI":"10.1109\/CVPR.2004.1315077"},{"key":"16_CR16","doi-asserted-by":"crossref","unstructured":"Garg, K., Nayar, S.K.: When does a camera see rain? In: IEEE ICCV, vol. 2, pp. 1067\u20131074 (2005)","DOI":"10.1109\/ICCV.2005.253"},{"issue":"3","key":"16_CR17","doi-asserted-by":"publisher","first-page":"348","DOI":"10.1007\/s11263-011-0421-7","volume":"93","author":"J Bossu","year":"2011","unstructured":"Bossu, J., Hauti\u00e8re, N., Tarel, J.P.: Rain or snow detection in image sequences through use of a histogram of orientation of streaks. Int. J. Comput. Vis. 93(3), 348\u2013367 (2011)","journal-title":"Int. J. Comput. Vis."},{"key":"16_CR18","doi-asserted-by":"crossref","unstructured":"Mairal, J., Bach, F., Ponce, J., Sapiro, G.: Online dictionary learning for sparse coding. In: ICML, pp. 689\u2013696 (2009)","DOI":"10.1145\/1553374.1553463"},{"issue":"1\u20133","key":"16_CR19","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1006\/dspr.1999.0361","volume":"10","author":"DA Reynolds","year":"2000","unstructured":"Reynolds, D.A., Quatieri, T.F., Dunn, R.B.: Speaker verification using adapted Gaussian mixture models. Digit. Signal Process. 10(1\u20133), 19\u201341 (2000)","journal-title":"Digit. Signal Process."},{"issue":"1","key":"16_CR20","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1109\/TPAMI.2012.88","volume":"35","author":"G Liu","year":"2013","unstructured":"Liu, G., Lin, Z., Yan, S., Sun, J., Yu, Y., Ma, Y.: Robust recovery of subspace structures by low-rank representation. IEEE Trans. Pattern Anal. Mach. Intell. 35(1), 171\u2013184 (2013)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"4","key":"16_CR21","doi-asserted-by":"publisher","first-page":"1742","DOI":"10.1109\/TIP.2011.2179057","volume":"21","author":"LW Kang","year":"2012","unstructured":"Kang, L.W., Lin, C.W., Fu, Y.H.: Automatic single-image-based rain streaks removal via image decomposition. IEEE Trans. Image Process. 21(4), 1742\u20131755 (2012)","journal-title":"IEEE Trans. Image Process."},{"issue":"8","key":"16_CR22","doi-asserted-by":"publisher","first-page":"3936","DOI":"10.1109\/TIP.2017.2708502","volume":"26","author":"Y Wang","year":"2017","unstructured":"Wang, Y., Liu, S., Chen, C., Zeng, B.: A hierarchical approach for rain or snow removing in a single color image. IEEE Trans. Image Process. 26(8), 3936\u20133950 (2017)","journal-title":"IEEE Trans. Image Process."},{"key":"16_CR23","doi-asserted-by":"crossref","unstructured":"Gu, S., Meng, D., Zuo, W., Zhang, L.: Joint convolutional analysis and synthesis sparse representation for single image layer separation. In: IEEE ICCV, pp. 1717\u20131725 (2017)","DOI":"10.1109\/ICCV.2017.189"},{"key":"16_CR24","doi-asserted-by":"crossref","unstructured":"Zhu, L., Fu, C.W., Lischinski, D., Heng, P.A.: Joint bi-layer optimization for single-image rain streak removal. In: IEEE CVPR, pp. 2526\u20132534 (2017)","DOI":"10.1109\/ICCV.2017.276"},{"issue":"6","key":"16_CR25","doi-asserted-by":"publisher","first-page":"2944","DOI":"10.1109\/TIP.2017.2691802","volume":"26","author":"X Fu","year":"2017","unstructured":"Fu, X., Huang, J., Ding, X., Liao, Y., Paisley, J.: Clearing the skies: a deep network architecture for single-image rain removal. IEEE Trans. Image Process. 26(6), 2944\u20132956 (2017)","journal-title":"IEEE Trans. Image Process."},{"key":"16_CR26","unstructured":"Yang, W., Tan, R.T., Feng, J., Liu, J., Guo, Z., Yan, S.: Joint rain detection and removal via iterative region dependent multi-task learning. CoRR, abs\/1609.07769 (2016)"},{"key":"16_CR27","unstructured":"Zhang, H., Sindagi, V., Patel, V.M.: Image de-raining using a conditional generative adversarial network. arXiv preprint arXiv:1701.05957 (2017)"},{"key":"16_CR28","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1007\/978-81-322-3691-7_2","volume-title":"Free Space Optical Communication","author":"H Kaushal","year":"2017","unstructured":"Kaushal, H., Jain, V., Kar, S.: Free-space optical channel models. In: Kaushal, H., Jain, V.K., Kar, S. (eds.) Free Space Optical Communication, pp. 41\u201389. Springer, New Delhi (2017). https:\/\/doi.org\/10.1007\/978-81-322-3691-7_2"},{"key":"16_CR29","doi-asserted-by":"crossref","unstructured":"Hu, J., Shen, L., Sun, G.: Squeeze-and-excitation networks. arXiv preprint arXiv:1709.01507 (2017)","DOI":"10.1109\/CVPR.2018.00745"},{"key":"16_CR30","unstructured":"Ioffe, S., Szegedy, C.: Batch normalization: accelerating deep network training by reducing internal covariate shift. In: ICML, pp. 448\u2013456 (2015)"},{"key":"16_CR31","doi-asserted-by":"crossref","unstructured":"Mandic, D.P., Chambers, J.A., et al.: Recurrent Neural Networks for Prediction: Learning Algorithms, Architectures and Stability. Wiley Online Library (2001)","DOI":"10.1002\/047084535X"},{"key":"16_CR32","doi-asserted-by":"crossref","unstructured":"Cho, K., et al.: Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078 (2014)","DOI":"10.3115\/v1\/D14-1179"},{"key":"16_CR33","unstructured":"Zaremba, W., Sutskever, I., Vinyals, O.: Recurrent neural network regularization. arXiv preprint arXiv:1409.2329 (2014)"},{"key":"16_CR34","unstructured":"Maas, A.L., Hannun, A.Y., Ng, A.Y.: Rectifier nonlinearities improve neural network acoustic models. In: ICML, vol. 30, p. 3 (2013)"},{"key":"16_CR35","unstructured":"Kingma, D.P., Ba, J.: Adam: a method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)"},{"issue":"13","key":"16_CR36","doi-asserted-by":"publisher","first-page":"800","DOI":"10.1049\/el:20080522","volume":"44","author":"Q Huynh-Thu","year":"2008","unstructured":"Huynh-Thu, Q., Ghanbari, M.: Scope of validity of PSNR in image\/video quality assessment. IET Electron. Lett. 44(13), 800\u2013801 (2008)","journal-title":"IET Electron. Lett."},{"issue":"4","key":"16_CR37","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 Process. 13(4), 600\u2013612 (2004)","journal-title":"IEEE Trans. Image Process."}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2018"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-01234-2_16","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T15:10:13Z","timestamp":1774969813000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-01234-2_16"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783030012335","9783030012342"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-01234-2_16","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018]]},"assertion":[{"value":"6 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ECCV","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"European Conference on Computer Vision","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Munich","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Germany","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2018","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 September 2018","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 September 2018","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2018","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/eccv2018.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}