{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T15:32:56Z","timestamp":1772119976043,"version":"3.50.1"},"reference-count":51,"publisher":"Springer Science and Business Media LLC","issue":"8-9","license":[{"start":{"date-parts":[[2024,7,2]],"date-time":"2024-07-02T00:00:00Z","timestamp":1719878400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,7,2]],"date-time":"2024-07-02T00:00:00Z","timestamp":1719878400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Nature Science Foundation of China","doi-asserted-by":"crossref","award":["52272427"],"award-info":[{"award-number":["52272427"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2021M690339"],"award-info":[{"award-number":["2021M690339"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002858","name":"China Postdoctoral Science Foundation","doi-asserted-by":"publisher","award":["2022T150042"],"award-info":[{"award-number":["2022T150042"]}],"id":[{"id":"10.13039\/501100002858","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["SIViP"],"published-print":{"date-parts":[[2024,9]]},"DOI":"10.1007\/s11760-024-03324-9","type":"journal-article","created":{"date-parts":[[2024,7,2]],"date-time":"2024-07-02T16:41:46Z","timestamp":1719938506000},"page":"6391-6403","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["A semi-supervised video dehazing method based on CNNs"],"prefix":"10.1007","volume":"18","author":[{"given":"Fan","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weixin","family":"Ma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Le","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peng","family":"Dai","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junbo","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ning","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinxin","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fadeng","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hailang","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yue","family":"Fang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shengchun","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanting","family":"Pei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,7,2]]},"reference":[{"key":"3324_CR1","doi-asserted-by":"crossref","unstructured":"Tan, R.T.: Visibility in bad weather from a single image. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 1\u20138 (2008)","DOI":"10.1109\/CVPR.2008.4587643"},{"key":"3324_CR2","doi-asserted-by":"crossref","unstructured":"Tarel, J.P., Hautiere, N.: Fast visibility restoration from a single color or gray level image. In: IEEE International Conference on Computer Vision, pp. 2201\u20132208 (2009)","DOI":"10.1109\/ICCV.2009.5459251"},{"key":"3324_CR3","doi-asserted-by":"crossref","unstructured":"He, K., Sun, J., Tang, X.: Single image haze removal using dark channel prior. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 1956\u20131963 (2009)","DOI":"10.1109\/CVPR.2009.5206515"},{"key":"3324_CR4","doi-asserted-by":"crossref","unstructured":"Efficient image dehazing with boundary constraint and contextual regularization. In: IEEE International Conference on Computer Vision, pp. 617\u2013624 (2013)","DOI":"10.1109\/ICCV.2013.82"},{"issue":"11","key":"3324_CR5","doi-asserted-by":"publisher","first-page":"3522","DOI":"10.1109\/TIP.2015.2446191","volume":"24","author":"Q Zhu","year":"2015","unstructured":"Zhu, Q., Mai, J., Shao, L.: A fast single image haze removal algorithm using color attenuation prior. IEEE Trans. Image Process. 24(11), 3522\u20133533 (2015)","journal-title":"IEEE Trans. Image Process."},{"key":"3324_CR6","doi-asserted-by":"crossref","unstructured":"Berman, D., Treibitz, T., Avidan, S.: Non-local image dehazing. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 1674\u20131682 (2016)","DOI":"10.1109\/CVPR.2016.185"},{"issue":"11","key":"3324_CR7","doi-asserted-by":"publisher","first-page":"5187","DOI":"10.1109\/TIP.2016.2598681","volume":"25","author":"B Cai","year":"2016","unstructured":"Cai, B., Xu, X., Jia, K., Qing, C., Tao, D.: Dehazenet: An end-to-end system for single image haze removal. IEEE Trans. Image Process. 25(11), 5187\u20135198 (2016)","journal-title":"IEEE Trans. Image Process."},{"issue":"10","key":"3324_CR8","doi-asserted-by":"publisher","first-page":"7262","DOI":"10.1007\/s10489-021-02236-2","volume":"51","author":"G Fan","year":"2021","unstructured":"Fan, G., Hua, Z., Li, J.: Multi-scale depth information fusion network for image dehazing. Appl. Intell. 51(10), 7262\u20137280 (2021)","journal-title":"Appl. Intell."},{"key":"3324_CR9","doi-asserted-by":"crossref","unstructured":"Li, B., Peng, X., Wang, Z., Xu, J., Dan, F.: Aod-net: All-in-one dehazing network. In: IEEE International Conference on Computer Vision, pp. 4770\u20134778 (2017)","DOI":"10.1109\/ICCV.2017.511"},{"key":"3324_CR10","doi-asserted-by":"crossref","unstructured":"Li, R., Pan, J., Li, Z., Tang, J.: Single image dehazing via conditional generative adversarial network. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 8202\u20138211 (2018)","DOI":"10.1109\/CVPR.2018.00856"},{"key":"3324_CR11","doi-asserted-by":"crossref","unstructured":"Ren, W., Ma, L., Zhang, J., Pan, J., Cao, X., Liu, W., Yang, M.H.: Gated fusion network for single image dehazing. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 3253\u20133261 (2018)","DOI":"10.1109\/CVPR.2018.00343"},{"key":"3324_CR12","doi-asserted-by":"crossref","unstructured":"He, Z., Patel, V.M.: Densely connected pyramid dehazing network. In: IEEE Conference on Computer Vision and Pattern Recognition pp. 3194\u20133203 (2018)","DOI":"10.1109\/CVPR.2018.00337"},{"key":"3324_CR13","doi-asserted-by":"crossref","unstructured":"Qin, X., Wang, Z., Bai, Y., Xie, X., Jia, H.: Ffa-net: feature fusion attention network for single image dehazing. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 34, pp. 11908\u201311915 (2020)","DOI":"10.1609\/aaai.v34i07.6865"},{"key":"3324_CR14","doi-asserted-by":"crossref","unstructured":"Qu, Y., Chen, Y., Huang, J., Xie, Y.: Enhanced pix2pix dehazing network. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 8160\u20138168 (2019)","DOI":"10.1109\/CVPR.2019.00835"},{"key":"3324_CR15","doi-asserted-by":"crossref","unstructured":"Hong, M., Xie, Y., Li, C., Qu, Y.: Distilling image dehazing with heterogeneous task imitation. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 3462\u20133471 (2020)","DOI":"10.1109\/CVPR42600.2020.00352"},{"key":"3324_CR16","unstructured":"Wu, H., Qu, Y., Lin, S., Zhou, J., Qiao, R., Zhang, Z., Xie, Y., Ma, L.: Contrastive learning for compact single image dehazing. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 10551\u201310560"},{"key":"3324_CR17","doi-asserted-by":"crossref","unstructured":"Zheng, Z., Ren, W., Cao, X., Hu, X., Wang, T., Song, F., Jia, X.: Ultra-high-definition image dehazing via multi-guided bilateral learning. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 16185\u201316194 (2021)","DOI":"10.1109\/CVPR46437.2021.01592"},{"key":"3324_CR18","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10489-022-03168-1","volume":"52","author":"M Singh","year":"2022","unstructured":"Singh, M., Laxmi, V., Faruki, P.: Dense spatially-weighted attentive residual-haze network for image dehazing. Appl. Intell. 52, 1\u201315 (2022)","journal-title":"Appl. Intell."},{"key":"3324_CR19","doi-asserted-by":"publisher","first-page":"2766","DOI":"10.1109\/TIP.2019.2952690","volume":"29","author":"L Li","year":"2020","unstructured":"Li, L., Dong, Y., Ren, W., Pan, J., Gao, C., Sang, N., Yang, M.H.: Semi-supervised image dehazing. IEEE Trans. Image Process. 29, 2766\u20132779 (2020)","journal-title":"IEEE Trans. Image Process."},{"key":"3324_CR20","doi-asserted-by":"crossref","unstructured":"Shao, Y., Li, L., Ren, W., Gao, C., Sang, N.: Domain adaptation for image dehazing. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 2808\u20132817 (2020)","DOI":"10.1109\/CVPR42600.2020.00288"},{"key":"3324_CR21","doi-asserted-by":"crossref","unstructured":"Chen, Z., Wang, Y., Yang, Y., Liu, D.: Psd: Principled synthetic-to-real dehazing guided by physical priors. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 7180\u20137189 (2021)","DOI":"10.1109\/CVPR46437.2021.00710"},{"key":"3324_CR22","first-page":"1","volume":"53","author":"H Yu","year":"2022","unstructured":"Yu, H., Li, X., Fan, C., Zou, L., Wu, Y.: Msda: multi-scale domain adaptation dehazing network. Appl. Intell. 53, 1\u201314 (2022)","journal-title":"Appl. Intell."},{"key":"3324_CR23","doi-asserted-by":"crossref","unstructured":"Engin, D., Gen, A., Ekenel, H.K.: Cycle-dehaze: Enhanced cyclegan for single image dehazing. In: IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 825\u2013833 (2018)","DOI":"10.1109\/CVPRW.2018.00127"},{"key":"3324_CR24","doi-asserted-by":"crossref","unstructured":"Yang, X., Xu, Z., Luo, J.: Towards perceptual image dehazing by physics-based disentanglement and adversarial training. In: American Association for Artificial Intelligence, vol. 32 (2018)","DOI":"10.1609\/aaai.v32i1.12317"},{"key":"3324_CR25","doi-asserted-by":"crossref","unstructured":"Zhu, J.Y., Park, T., Isola, P., Efros, A.A.: Unpaired image-to-image translation using cycle-consistent adversarial networks. In: IEEE International Conference on Computer Vision, pp. 2223\u20132232 (2017)","DOI":"10.1109\/ICCV.2017.244"},{"issue":"12","key":"3324_CR26","doi-asserted-by":"publisher","first-page":"4276","DOI":"10.1007\/s10489-019-01504-6","volume":"49","author":"D Singh","year":"2019","unstructured":"Singh, D., Kumar, V., Kaur, M.: Single image dehazing using gradient channel prior. Appl. Intell. 49(12), 4276\u20134293 (2019)","journal-title":"Appl. Intell."},{"key":"3324_CR27","unstructured":"Goodfellow, I.J., Pouget-Abadie, J., Mirza, M., Bing, X., Bengio, Y.: Generative adversarial nets. In: Neural Information Processing Systems, pp. 2672\u20132680 (2014)"},{"key":"3324_CR28","unstructured":"Mirza, M., Osindero, S.: Conditional generative adversarial nets. arXiv preprint arXiv:1411.1784 (2014)"},{"key":"3324_CR29","doi-asserted-by":"crossref","unstructured":"Yi, Z., Zhang, H., Tan, P., Gong, M.: Dualgan: Unsupervised dual learning for image-to-image translation. In: IEEE International Conference on Computer Vision, pp. 2849\u20132857 (2017)","DOI":"10.1109\/ICCV.2017.310"},{"key":"3324_CR30","unstructured":"Arjovsky, M., Chintala, S., Bottou, L.: Wasserstein gan (2017)"},{"key":"3324_CR31","unstructured":"Odena, A., Olah, C., Shlens, J.: Conditional image synthesis with auxiliary classifier gans. In: International conference on machine learning, pp. 2642\u20132651. PMLR (2017)"},{"key":"3324_CR32","unstructured":"Donahue, J., Krahenb \u00a8 uhl, P., Darrell, T.: Adversarial feature learning. arXiv preprint \u00a8 arXiv:1605.09782 (2016)"},{"key":"3324_CR33","unstructured":"Liu, M.Y., Tuzel, O.: Coupled generative adversarial networks. Advances in neural information processing systems 29 (2016)"},{"key":"3324_CR34","doi-asserted-by":"crossref","unstructured":"Johnson, J., Alahi, A., Fei-Fei, L.: Perceptual losses for real-time style transfer and super-resolution. In: European Conference on Computer Vision, pp. 694\u2013711 (2016)","DOI":"10.1007\/978-3-319-46475-6_43"},{"issue":"11","key":"3324_CR35","doi-asserted-by":"publisher","first-page":"3943","DOI":"10.1109\/TCSVT.2019.2920407","volume":"30","author":"H Zhang","year":"2019","unstructured":"Zhang, H., Sindagi, V., Patel, V.M.: Image de-raining using a conditional generative adversarial network. IEEE Trans. Circuits Syst. Video Technol. 30(11), 3943\u20133956 (2019)","journal-title":"IEEE Trans. Circuits Syst. Video Technol."},{"key":"3324_CR36","doi-asserted-by":"crossref","unstructured":"Ledig, C., Theis, L., Huszar, F., Caballero, J., Cunningham, A., Acosta, A., Aitken, A., Tejani, A., \u00b4 Totz, J., Wang, Z., Shi, W.: Photo-realistic single image super-resolution using a generative adversarial network. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 105\u2013114 (2017)","DOI":"10.1109\/CVPR.2017.19"},{"key":"3324_CR37","doi-asserted-by":"crossref","unstructured":"Zhang X, Dong H, Pan J, et al. Learning to restore hazy video: A new real-world dataset and a new method. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 9239\u20139248 (2021)","DOI":"10.1109\/CVPR46437.2021.00912"},{"key":"3324_CR38","doi-asserted-by":"crossref","unstructured":"Li M, Xie Q, Zhao Q, et al. Video rain streak removal by multiscale convolutional sparse coding. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 6644\u20136653 (2018)","DOI":"10.1109\/CVPR.2018.00695"},{"issue":"1","key":"3324_CR39","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1007\/BF00116251","volume":"1","author":"JR Quinlan","year":"1986","unstructured":"Quinlan, J.R.: Induction of decision trees. Mach. Learn. 1(1), 81\u2013106 (1986)","journal-title":"Mach. Learn."},{"key":"3324_CR40","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1016\/j.isprsjprs.2016.01.011","volume":"114","author":"M Belgiu","year":"2016","unstructured":"Belgiu, M., Dr\u0103gu\u0163, L.: Random forest in remote sensing: a review of applications and future directions. ISPRS J. Photogramm. Remote Sens. 114, 24\u201331 (2016)","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"3324_CR41","unstructured":"Egiazarian, K., Astola, J., Ponomarenko, N., et al.: New full-reference quality metrics based on HVS. In: Proceedings of the Second International Workshop on Video Processing and Quality Metrics, vol. 4 (2006)"},{"issue":"4","key":"3324_CR42","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., et al.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600\u2013612 (2004)","journal-title":"IEEE Trans. Image Process."},{"issue":"12","key":"3324_CR43","first-page":"2341","volume":"33","author":"K He","year":"2010","unstructured":"He, K., Sun, J., Tang, X.: Single image dehazing using dark channel prior. IEEE Trans. Pattern Anal. Mach. Intell. 33(12), 2341\u20132353 (2010)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"11","key":"3324_CR44","doi-asserted-by":"publisher","first-page":"5187","DOI":"10.1109\/TIP.2016.2598681","volume":"25","author":"B Cai","year":"2016","unstructured":"Cai, B., Xu, X., Jia, K., et al.: Dehazenet: An end-to-end system for single image dehazing. IEEE Trans. Image Process. 25(11), 5187\u20135198 (2016)","journal-title":"IEEE Trans. Image Process."},{"key":"3324_CR45","doi-asserted-by":"crossref","unstructured":"Liu X, Ma Y, Shi Z, et al. Griddehazenet: Attention-based multi-scale network for image dehazing. In: Proceedings of the IEEE\/CVF International Conference on Computer Vision, pp. 7314\u20137323 (2019)","DOI":"10.1109\/ICCV.2019.00741"},{"key":"3324_CR46","doi-asserted-by":"crossref","unstructured":"Li B, Peng X, Wang Z, et al. Aod-net: All-in-one dehazing network. In: Proceedings of the IEEE international conference on computer vision, pp. 4770\u20134778 (2017)","DOI":"10.1109\/ICCV.2017.511"},{"key":"3324_CR47","doi-asserted-by":"crossref","unstructured":"Qu, Y., Chen, Y., Huang, J., et al.: Enhanced pix2pix dehazing network. In: Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition, pp. 8160\u20138168 (2019)","DOI":"10.1109\/CVPR.2019.00835"},{"issue":"13","key":"3324_CR48","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. Electron. Lett. 44(13), 800\u2013801 (2008)","journal-title":"Electron. Lett."},{"issue":"4","key":"3324_CR49","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang, Z.: Image quality assessment\u202f: From error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600\u2013612 (2004)","journal-title":"IEEE Trans. Image Process."},{"issue":"8","key":"3324_CR50","doi-asserted-by":"publisher","first-page":"3339","DOI":"10.1109\/TIP.2012.2191563","volume":"21","author":"MA Saad","year":"2012","unstructured":"Saad, M.A., Bovik, A.C., Charrier, C.: Blind image quality assessment: A natural scene statistics approach in the dct domain. IEEE Trans. Image Process. 21(8), 3339\u20133352 (2012)","journal-title":"IEEE Trans. Image Process."},{"issue":"3","key":"3324_CR51","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1109\/LSP.2012.2227726","volume":"20","author":"A Mittal","year":"2013","unstructured":"Mittal, A., Fellow, I.E.E.E., Soundararajan, R., Bovik, A.C.: Making a \u2019completely blind\u2019 image quality analyzer. IEEE Signal Process. Lett. 20(3), 209\u2013212 (2013)","journal-title":"IEEE Signal Process. Lett."}],"container-title":["Signal, Image and Video Processing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-024-03324-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11760-024-03324-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11760-024-03324-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,23]],"date-time":"2024-11-23T04:29:45Z","timestamp":1732336185000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11760-024-03324-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,2]]},"references-count":51,"journal-issue":{"issue":"8-9","published-print":{"date-parts":[[2024,9]]}},"alternative-id":["3324"],"URL":"https:\/\/doi.org\/10.1007\/s11760-024-03324-9","relation":{"has-preprint":[{"id-type":"doi","id":"10.21203\/rs.3.rs-3510476\/v1","asserted-by":"object"}]},"ISSN":["1863-1703","1863-1711"],"issn-type":[{"value":"1863-1703","type":"print"},{"value":"1863-1711","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,7,2]]},"assertion":[{"value":"30 October 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 May 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 May 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 July 2024","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"Not applicable.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}