{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,14]],"date-time":"2026-03-14T18:01:52Z","timestamp":1773511312078,"version":"3.50.1"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2022,1,4]],"date-time":"2022-01-04T00:00:00Z","timestamp":1641254400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,4]],"date-time":"2022-01-04T00:00:00Z","timestamp":1641254400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["62061032"],"award-info":[{"award-number":["62061032"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Circuits Syst Signal Process"],"published-print":{"date-parts":[[2022,4]]},"DOI":"10.1007\/s00034-021-01883-7","type":"journal-article","created":{"date-parts":[[2022,1,4]],"date-time":"2022-01-04T11:04:44Z","timestamp":1641294284000},"page":"2188-2204","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["New Single Image Rain Removal Algorithm Based on Dual Parallel Branch Residual Overlay Network"],"prefix":"10.1007","volume":"41","author":[{"given":"Qiangqiang","family":"Xie","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hai","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6139-1410","authenticated-orcid":false,"given":"Shan","family":"Gai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bangshu","family":"Xiong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,1,4]]},"reference":[{"issue":"3","key":"1883_CR1","doi-asserted-by":"publisher","first-page":"1097","DOI":"10.1109\/TIP.2013.2290595","volume":"23","author":"J Chen","year":"2014","unstructured":"J. Chen, L.P. Chau, A rain pixel recovery algorithm for videos with highly dynamic scenes. IEEE Trans. Image Process. 23(3), 1097\u20131104 (2014)","journal-title":"IEEE Trans. Image Process."},{"key":"1883_CR2","doi-asserted-by":"crossref","unstructured":"Y.L. Chen, C.T. Hsu, in Proceedings of IEEE International Conference on Computer Vision (ICCV). A generalized low-rank appearance model for spatio-temporally correlated rain streaks (2013), pp. 1968\u20131975","DOI":"10.1109\/ICCV.2013.247"},{"key":"1883_CR3","doi-asserted-by":"crossref","unstructured":"Y. Chang, L.X. Yan, S. Zhong, in Proceedings of IEEE International Conference on Computer Vision (ICCV). Transformed low-rank model for line pattern noise removal (2017), pp. 1726\u20131734","DOI":"10.1109\/ICCV.2017.191"},{"key":"1883_CR4","doi-asserted-by":"crossref","unstructured":"D.D Chen, M.M. He, Q.N Fan, J. Liao, L.H. Zhang, D.D. Hou, L.Yuan,G. Hua, in Proceedings of IEEE Winter Conference on Applications of Computer Vision (WACV). Gated context aggregation network for image dehazing and deraining (2019), pp.1375\u20131383","DOI":"10.1109\/WACV.2019.00151"},{"key":"1883_CR5","doi-asserted-by":"crossref","unstructured":"L. Cai, S. Li, D. Ren, P. Wang, in Proceedings of IEEE International Conference on Image Processing (ICIP). Dual Recursive Network for Fast Image Deraining (2019), pp.2756\u20132760","DOI":"10.1109\/ICIP.2019.8803308"},{"issue":"2","key":"1883_CR6","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1109\/TPAMI.2015.2439281","volume":"38","author":"C Dong","year":"2016","unstructured":"C. Dong, C.C. Loy, K.M. He, X.O. Tang, Image super-resolution using deep convolutional networks. IEEE Trans. Pattern Anal. Mach. Intell. 38(2), 295\u2013307 (2016)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"6","key":"1883_CR7","doi-asserted-by":"publisher","first-page":"1794","DOI":"10.1109\/TNNLS.2019.2926481","volume":"31","author":"XY Fu","year":"2020","unstructured":"X.Y. Fu, B. Ling, Y. Huang, X.H. Ding, J. Paisley, Lightweight pyramid networks for image deraining. IEEE Trans. Neural Netw. Learn. Syst. 31(6), 1794\u20131807 (2020)","journal-title":"IEEE Trans. Neural Netw. Learn. Syst."},{"issue":"6","key":"1883_CR8","doi-asserted-by":"publisher","first-page":"2944","DOI":"10.1109\/TIP.2017.2691802","volume":"26","author":"XY Fu","year":"2017","unstructured":"X.Y. Fu, J.B. Huang, X.H. Ding, Y.H. Liao, J. Paisley, 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."},{"issue":"8","key":"1883_CR9","first-page":"1","volume":"138","author":"S Gai","year":"2019","unstructured":"S. Gai, Z. Bao, New image denoising algorithm via improved deep convolutional neural network with perceptive loss. Expert Syst. Appl. 138(8), 1\u20139 (2019)","journal-title":"Expert Syst. Appl."},{"issue":"6","key":"1883_CR10","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1016\/j.dsp.2017.10.006","volume":"72","author":"S Gai","year":"2018","unstructured":"S. Gai, B. Zhang, C.H. Yang, L. Yu, Speckle noise reduction in medical ultrasound image using monogenic wavelet and laplace mixture distribution. Dig. Sig. Process. 72(6), 192\u2013207 (2018)","journal-title":"Dig. Sig. Process."},{"issue":"3","key":"1883_CR11","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1016\/j.aeue.2012.08.004","volume":"67","author":"S Gai","year":"2013","unstructured":"S. Gai, G.W. Yang, S. Zhang, Multiscale texture classification using reduced quaternion wavelet transform. Int. J. Electron. Commun. 67(3), 233\u2013241 (2013)","journal-title":"Int. J. Electron. Commun."},{"issue":"8","key":"1883_CR12","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1016\/j.neucom.2013.02.029","volume":"118","author":"S Gai","year":"2013","unstructured":"S. Gai, G. Yang, M. Wan, Employing quaternion wavelet transform for banknote classification. Neurocomputing 118(8), 171\u2013178 (2013)","journal-title":"Neurocomputing"},{"key":"1883_CR13","unstructured":"K.M. He, X.Y. Zhang, S.Q. Ren, J. Sun, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Deep residual learning for image recognition (2016), pp. 770\u2013778"},{"key":"1883_CR14","doi-asserted-by":"crossref","unstructured":"J. Hu, L. Shen, G. Sun, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Squeeze and excitation networks (2018), pp. 7132\u20137141","DOI":"10.1109\/CVPR.2018.00745"},{"issue":"13","key":"1883_CR15","doi-asserted-by":"publisher","first-page":"800","DOI":"10.1049\/el:20080522","volume":"44","author":"Q Huynh-Thu","year":"2008","unstructured":"Q. Huynh-Thu, M. Ghanbari, Scope of validity of PSNR in image\/video quality assessment. Electron. Lett. 44(13), 800\u2013801 (2008)","journal-title":"Electron. Lett."},{"key":"1883_CR16","doi-asserted-by":"crossref","unstructured":"T.X. Jiang, T.Z. Huang, X.L. Zhao, L.J. Deng, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). A novel tensor-based video rain streaks removal approach via utilizing discriminatively intrinsic priors (2017), pp. 4057\u20134066","DOI":"10.1109\/CVPR.2017.301"},{"key":"1883_CR17","doi-asserted-by":"crossref","unstructured":"J. Johnson, A.\u00a0Alahi, F.F. Li, in Proceedings of Conference on European Conference on Computer Vision (ECCV). Perceptual losses for real-time style transfer and super-resolution (2016), pp. 694\u2013711.","DOI":"10.1007\/978-3-319-46475-6_43"},{"key":"1883_CR18","doi-asserted-by":"publisher","first-page":"41273","DOI":"10.1109\/ACCESS.2019.2907327","volume":"7","author":"JH Kim","year":"2019","unstructured":"J.H. Kim, B.G. Kim, P.P. Roy, D.M. Jeong, Efficient facial expression recognition algorithm based on hierarchical deep neural network structure. IEEE Access 7, 41273\u201341285 (2019)","journal-title":"IEEE Access"},{"key":"1883_CR19","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1016\/j.displa.2018.08.001","volume":"55","author":"JH Kim","year":"2018","unstructured":"J.H. Kim, G.S. Hong, B.G. Kim, D.P. Dogra, Deepgesture: deep learning-based gesture recognition scheme using motion sensors. Disp. 55, 38\u201345 (2018)","journal-title":"Disp."},{"issue":"4","key":"1883_CR20","doi-asserted-by":"publisher","first-page":"1742","DOI":"10.1109\/TIP.2011.2179057","volume":"21","author":"LW Kang","year":"2012","unstructured":"L.W. Kang, C.W. Lin, Y.H. Fu, 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."},{"key":"1883_CR21","unstructured":"D. Kingma, J. Ba, in international conference for learning representations (ICLR). Adam: a method for stochastic optimization (2015)"},{"key":"1883_CR22","doi-asserted-by":"crossref","unstructured":"X. Li, J.L. Wu, Z.C Lin, H. Liu, H.B Zha, in Proceedings of Conference on European Conference on Computer Vision (ECCV). Recurrent squeeze and excitation context aggregation net for single image deraining(2018), pp. 254\u2013269","DOI":"10.1007\/978-3-030-01234-2_16"},{"key":"1883_CR23","doi-asserted-by":"crossref","unstructured":"Y. Luo,Y. Xu, H. Ji, in Proceedings of IEEE International Conference on Computer Vision (ICCV). Removing rain from a single image via discriminative sparse coding (2015), pp. 3397\u20133405","DOI":"10.1109\/ICCV.2015.388"},{"key":"1883_CR24","doi-asserted-by":"crossref","unstructured":"Y. Li, R.T. Tan, X.J. Guo, J.B. Lu, M.S. Brown, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Rain streak removal using layer priors (2016), pp. 2736\u20132744","DOI":"10.1109\/CVPR.2016.299"},{"issue":"8","key":"1883_CR25","doi-asserted-by":"publisher","first-page":"3874","DOI":"10.1109\/TIP.2017.2708841","volume":"26","author":"Y Li","year":"2017","unstructured":"Y. Li, R.T. Tan, X.J. Guo, J.B. Lu, M.S. Brown, Single image rain streak decomposition using layer priors. IEEE Trans. Image Process. 26(8), 3874\u20133885 (2017)","journal-title":"IEEE Trans. Image Process."},{"key":"1883_CR26","unstructured":"J.C. Li, F.M. Fang, K.F. Mei, G.X. Zhang, in Proceedings of Conference on European Conference on Computer Vision (ECCV). Multi-scale residual network for image super-resolution (2018), pp. 517\u2013532"},{"key":"1883_CR27","unstructured":"M.H. Li, Q. Xie, Q. Zhao, W. Wei. S.H. Gu, J. Tao, D. Meng, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Video rain streak removal by multiscale convolutional sparse coding (2018), pp. 6644\u20136653"},{"key":"1883_CR28","unstructured":"A.L. Maas, A.Y. Hannun, A.Y. Ng, in International Conference on Machine Learning (ICML). Rectififier nonlinearities improve neural network acoustic models (2013)"},{"key":"1883_CR29","doi-asserted-by":"crossref","unstructured":"J. Pan, S. Liu, D. Sun, J. Zhang, Y. Liu, J. Ren, Z. Li, J. Tang, H. Lu, Y. Tai, M. Yang, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Learning dual convolutional neural networks for low-level vision (2018), pp. 3070\u20133079","DOI":"10.1109\/CVPR.2018.00324"},{"issue":"5","key":"1883_CR30","doi-asserted-by":"publisher","first-page":"2214","DOI":"10.3390\/app11052214","volume":"11","author":"H Prasad","year":"2021","unstructured":"H. Prasad, N. Rashmika, A. Damminda, D.S. Daswin, C. Naveen, Rain streak removal for single images using conditional generative adversarial networks. Appl. Sci. 11(5), 2214 (2021)","journal-title":"Appl. Sci."},{"key":"1883_CR31","doi-asserted-by":"publisher","first-page":"461","DOI":"10.1016\/j.neunet.2019.08.022","volume":"121","author":"C Tian","year":"2020","unstructured":"C. Tian, Y. Xu, W. Zuo, Image denoising using deep CNN with batch renormalization. Neural Netw. 121, 461\u2013473 (2020)","journal-title":"Neural Netw."},{"key":"1883_CR32","doi-asserted-by":"crossref","unstructured":"W. Wei, L.X. Yi, Q. Xie, Q. Zhao, D.Y. Meng, Z.B. Xu, in Proceedings of IEEE International Conference on Computer Vision (ICCV). Should we encode rain streaks in video as deterministic or stochastic (2017), pp. 2516\u20132525","DOI":"10.1109\/ICCV.2017.275"},{"key":"1883_CR33","doi-asserted-by":"publisher","first-page":"178848","DOI":"10.1109\/ACCESS.2019.2959041","volume":"7","author":"JS Wang","year":"2019","unstructured":"J.S. Wang, X. Huang, S. Gai, Singel image rain removal via cascading attention aggregation network on challenging weather conditions. IEEE Access 7, 178848\u2013178861 (2019)","journal-title":"IEEE Access"},{"issue":"4","key":"1883_CR34","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Z. Wang, A.C. Bovik, H.R. Sheikh, E.P. Simoncelli, Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600\u2013612 (2004)","journal-title":"IEEE Trans. Image Process."},{"key":"1883_CR35","unstructured":"J.Y. Xie, L.L. Xu, E.H. Chen, in Proceedings of Neural Information Processing Systems (NIPS). Image denoising and inpainting with deep neural networks (2012), pp. 131\u2013140"},{"issue":"24","key":"1883_CR36","doi-asserted-by":"publisher","first-page":"9069","DOI":"10.3390\/app10249069","volume":"10","author":"WH Yeo","year":"2020","unstructured":"W.H. Yeo, Y.J. Heo, Y.J. Choi, B.G. Kim, Place classification algorithm based on semantic segmented objects. Appl. Sci. 10(24), 9069 (2020)","journal-title":"Appl. Sci."},{"key":"1883_CR37","doi-asserted-by":"crossref","unstructured":"W.H. Yang, R.T. Tan, J.S. Feng, J.Y. Liu, Z.M. Guo, S.C. Yan, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Deep joint rain detection and removal from a single image (2017), pp. 1357\u20131366","DOI":"10.1109\/CVPR.2017.183"},{"key":"1883_CR38","unstructured":"F. Yu, V. Koltun, in international conference for learning representations (ICLR). Multi-scale context aggregation by dilated convolutions (2016)"},{"key":"1883_CR39","doi-asserted-by":"crossref","unstructured":"L. Zhu, C.W. Fu, D. Lischinski, P.A. Heng, in Proceedings of IEEE International Conference on Computer Vision (ICCV). Joint bi-layer optimization for single-image rain streak removal (2017), pp. 2526\u20132534","DOI":"10.1109\/ICCV.2017.276"},{"key":"1883_CR40","doi-asserted-by":"crossref","unstructured":"H. Zhang, V.M. Patel, in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Density-aware single image de-raining using a multi-stream dense network (2018), pp. 695\u2013704","DOI":"10.1109\/CVPR.2018.00079"}],"container-title":["Circuits, Systems, and Signal Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00034-021-01883-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00034-021-01883-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00034-021-01883-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,3,1]],"date-time":"2022-03-01T11:13:18Z","timestamp":1646133198000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00034-021-01883-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,4]]},"references-count":40,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2022,4]]}},"alternative-id":["1883"],"URL":"https:\/\/doi.org\/10.1007\/s00034-021-01883-7","relation":{},"ISSN":["0278-081X","1531-5878"],"issn-type":[{"value":"0278-081X","type":"print"},{"value":"1531-5878","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,4]]},"assertion":[{"value":"4 February 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 October 2021","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 October 2021","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 January 2022","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}