{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,7]],"date-time":"2025-07-07T11:26:47Z","timestamp":1751887607229,"version":"3.37.3"},"reference-count":49,"publisher":"Springer Science and Business Media LLC","issue":"10-12","license":[{"start":{"date-parts":[[2020,7,18]],"date-time":"2020-07-18T00:00:00Z","timestamp":1595030400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,7,18]],"date-time":"2020-07-18T00:00:00Z","timestamp":1595030400000},"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":["61972298"],"award-info":[{"award-number":["61972298"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Vis Comput"],"published-print":{"date-parts":[[2020,10]]},"DOI":"10.1007\/s00371-020-01916-3","type":"journal-article","created":{"date-parts":[[2020,7,18]],"date-time":"2020-07-18T04:33:36Z","timestamp":1595046816000},"page":"2175-2188","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Shading-aware shadow detection and removal from a single image"],"prefix":"10.1007","volume":"36","author":[{"given":"Xinyun","family":"Fan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wenjun","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ling","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qingan","family":"Yan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gang","family":"Fu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zipei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chengjiang","family":"Long","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunxia","family":"Xiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,7,18]]},"reference":[{"issue":"2","key":"1916_CR1","first-page":"228","volume":"30","author":"L Anat","year":"2007","unstructured":"Anat, L., Dani, L., Yair, W.: A closed-form solution to natural image matting. IEEE TPAMI 30(2), 228\u2013242 (2007)","journal-title":"IEEE TPAMI"},{"issue":"6","key":"1916_CR2","doi-asserted-by":"publisher","first-page":"1202","DOI":"10.1109\/TPAMI.2010.157","volume":"33","author":"E Arbel","year":"2011","unstructured":"Arbel, E., Helor, H.: Shadow removal using intensity surfaces and texture anchor points. IEEE TPAMI 33(6), 1202\u20131216 (2011)","journal-title":"IEEE TPAMI"},{"key":"1916_CR3","doi-asserted-by":"crossref","unstructured":"Barron, J.T., Malik, J.: Intrinsic scene properties from a single rgb-d image. In: CVPR, pp. 17\u201324 (2013)","DOI":"10.1109\/CVPR.2013.10"},{"key":"1916_CR4","doi-asserted-by":"crossref","unstructured":"Chen, Q., Koltun, V.: A simple model for intrinsic image decomposition with depth cues. In: ICCV, pp. 241\u2013248 (2013)","DOI":"10.1109\/ICCV.2013.37"},{"issue":"4","key":"1916_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2601097.2601188","volume":"33","author":"H Cho","year":"2014","unstructured":"Cho, H., Lee, H., Kang, H., Lee, S.: Bilateral texture filtering. ACM TOG 33(4), 1\u20138 (2014)","journal-title":"ACM TOG"},{"key":"1916_CR6","doi-asserted-by":"crossref","unstructured":"Chuang, Y.Y., Goldman, D.B., Curless, B., Salesin, D.H., Szeliski, R.: Shadow matting and compositing. In: ACM SIGGRAPH, pp. 494\u2013500 (2003)","DOI":"10.1145\/882262.882298"},{"key":"1916_CR7","unstructured":"Cucchiara, R., Grana, C., Piccardi, M., Prati, A., Sirotti, S.: Improving shadow suppression in moving object detection with HSV color information. In: Intelligent Transportation Systems, pp. 334\u2013339 (2002)"},{"key":"1916_CR8","doi-asserted-by":"crossref","unstructured":"Cun, X., Pun, C.M., Shi, C.: Towards ghost-free shadow removal via dual hierarchical aggregation network and shadow matting GAN. AAAI (2020)","DOI":"10.1609\/aaai.v34i07.6695"},{"key":"1916_CR9","doi-asserted-by":"crossref","unstructured":"Ding, B., Long, C., Zhang, L., Xiao, C.: Argan: attentive recurrent generative adversarial network for shadow detection and removal. In: ICCV, pp. 10213\u201310222 (2019)","DOI":"10.1109\/ICCV.2019.01031"},{"issue":"1","key":"1916_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1364\/JOSA.61.000001","volume":"61","author":"L Eh","year":"1971","unstructured":"Eh, L., Jj, M.: Lightness and retinex theory. J. Opt. Soc. Am. 61(1), 1\u201311 (1971)","journal-title":"J. Opt. Soc. Am."},{"issue":"1","key":"1916_CR11","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1109\/TPAMI.2006.18","volume":"28","author":"GD Finlayson","year":"2006","unstructured":"Finlayson, G.D., Hordley, S.D., Lu, C., Drew, M.S.: On the removal of shadows from images. IEEE TPAMI 28(1), 59\u201368 (2006)","journal-title":"IEEE TPAMI"},{"key":"1916_CR12","doi-asserted-by":"crossref","unstructured":"Godard, C., Aodha, O.M., Brostow, G.J.: Unsupervised monocular depth estimation with left-right consistency. In: CVPR, pp. 6602\u20136611 (2017)","DOI":"10.1109\/CVPR.2017.699"},{"key":"1916_CR13","doi-asserted-by":"crossref","unstructured":"Godard, C., Mac\u00a0Aodha, O., Firman, M., Brostow, G.J.: Digging into self-supervised monocular depth estimation. In: ICCV, pp. 3828\u20133838 (2019)","DOI":"10.1109\/ICCV.2019.00393"},{"issue":"5","key":"1916_CR14","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2732407","volume":"34","author":"M Gryka","year":"2015","unstructured":"Gryka, M., Terry, M., Brostow, G.J.: Learning to remove soft shadows. ACM TOG 34(5), 1\u201315 (2015)","journal-title":"ACM TOG"},{"key":"1916_CR15","doi-asserted-by":"crossref","unstructured":"Guo, R., Dai, Q., Hoiem, D.: Single-image shadow detection and removal using paired regions. In: CVPR, pp. 2033\u20132040 (2011)","DOI":"10.1109\/CVPR.2011.5995725"},{"key":"1916_CR16","doi-asserted-by":"crossref","unstructured":"Hachama, M., Ghanem, B., Wonka, P.: Intrinsic scene decomposition from rgb-d images. In: ICCV, pp. 810\u2013818 (2015)","DOI":"10.1109\/ICCV.2015.99"},{"key":"1916_CR17","doi-asserted-by":"crossref","unstructured":"Hu, X., Fu, C.W., Zhu, L., Qin, J., Heng, P.A.: Direction-aware spatial context features for shadow detection and removal. In: IEEE TPAMI, pp. 7454\u20137462 (2019)","DOI":"10.1109\/CVPR.2018.00778"},{"key":"1916_CR18","doi-asserted-by":"crossref","unstructured":"Hu, X., Jiang, Y., Fu, C.W., Heng, P.A.: Mask-shadowgan: learning to remove shadows from unpaired data. In: ICCV, pp. 2472\u20132481 (2019)","DOI":"10.1109\/ICCV.2019.00256"},{"key":"1916_CR19","doi-asserted-by":"crossref","unstructured":"Jeon, J., Cho, S., Tong, X., Lee, S.: Intrinsic image decomposition using structure-texture separation and surface normals. In: ECCV, pp. 218\u2013233 (2014)","DOI":"10.1007\/978-3-319-10584-0_15"},{"issue":"3","key":"1916_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2602146","volume":"33","author":"K Karsch","year":"2014","unstructured":"Karsch, K., Sunkavalli, K., Hadap, S., Carr, N., Jin, H., Fonte, R., Sittig, M., Forsyth, D.: Automatic scene inference for 3d object compositing. ACM TOG 33(3), 1\u201315 (2014)","journal-title":"ACM TOG"},{"key":"1916_CR21","doi-asserted-by":"crossref","unstructured":"Laina, I., Rupprecht, C., Belagiannis, V., Tombari, F., Navab, N.: Deeper depth prediction with fully convolutional residual networks. In: Fourth International Conference on 3D Vision, pp. 239\u2013248 (2016)","DOI":"10.1109\/3DV.2016.32"},{"key":"1916_CR22","doi-asserted-by":"publisher","first-page":"322","DOI":"10.1007\/978-3-642-15552-9_24","volume":"6312","author":"JF Lalonde","year":"2010","unstructured":"Lalonde, J.F., Efros, A.A., Narasimhan, S.G.: Detecting ground shadows in outdoor consumer photographs. Lect. Notes Comput. Sci. 6312, 322\u2013335 (2010)","journal-title":"Lect. Notes Comput. Sci."},{"key":"1916_CR23","doi-asserted-by":"crossref","unstructured":"Le, H., Samaras, D.: Shadow removal via shadow image decomposition. In: ICCV, pp. 8578\u20138587 (2019)","DOI":"10.1109\/ICCV.2019.00867"},{"key":"1916_CR24","doi-asserted-by":"crossref","unstructured":"Le, H., Vicente, Y., Tomas, F., Nguyen, V., Hoai, M., Samaras, D.: A+ D net: training a shadow detector with adversarial shadow attenuation. In: ECCV, pp. 662\u2013678 (2018)","DOI":"10.1007\/978-3-030-01216-8_41"},{"key":"1916_CR25","doi-asserted-by":"crossref","unstructured":"Li, Z., Snavely, N.: Learning intrinsic image decomposition from watching the world. In: CVPR, pp. 9039\u20139048 (2018)","DOI":"10.1109\/CVPR.2018.00942"},{"key":"1916_CR26","doi-asserted-by":"crossref","unstructured":"Liu, F., Gleicher, M.: Texture-consistent shadow removal. In: ECCV, pp. 437\u2013450 (2008)","DOI":"10.1007\/978-3-540-88693-8_32"},{"key":"1916_CR27","doi-asserted-by":"crossref","unstructured":"Liu, F., Shen, C., Lin, G.: Deep convolutional neural fields for depth estimation from a single image. In: CVPR, pp. 5162\u20135170 (2015)","DOI":"10.1109\/CVPR.2015.7299152"},{"issue":"4","key":"1916_CR28","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1145\/2897824.2925907","volume":"35","author":"A Meka","year":"2016","unstructured":"Meka, A., Richardt, C., Theobalt, C.: Live intrinsic video. ACM TOG 35(4), 109 (2016)","journal-title":"ACM TOG"},{"key":"1916_CR29","doi-asserted-by":"crossref","unstructured":"Mikic, I., Cosman, P.C., Kogut, G.T., Trivedi, M.M.: Moving shadow and object detection in traffic scenes. In: IEEE TPAMI, vol. 1, pp. 321\u2013324 (2000)","DOI":"10.1109\/ICPR.2000.905341"},{"issue":"2","key":"1916_CR30","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1109\/MCG.2007.30","volume":"27","author":"A Mohan","year":"2007","unstructured":"Mohan, A., Tumblin, J., Choudhury, P.: Editing soft shadows in a digital photograph. IEEE Comput. Graph. Appl. 27(2), 23\u201331 (2007)","journal-title":"IEEE Comput. Graph. Appl."},{"key":"1916_CR31","doi-asserted-by":"crossref","unstructured":"Nguyen, V., Vicente, T.F.Y., Zhao, M., Hoai, M., Samaras, D.: Shadow detection with conditional generative adversarial networks. In: ICCV, pp. 4520\u20134528 (2017)","DOI":"10.1109\/ICCV.2017.483"},{"key":"1916_CR32","doi-asserted-by":"crossref","unstructured":"Okabe, T., Sato, I., Sato, Y.: Attached shadow coding: estimating surface normals from shadows under unknown reflectance and lighting conditions. In: ICCV, pp. 1693\u20131700 (2009)","DOI":"10.1109\/ICCV.2009.5459381"},{"key":"1916_CR33","doi-asserted-by":"crossref","unstructured":"Qu, L., Tian, J., He, S., Tang, Y., Lau, R.W.H.: Deshadownet: a multi-context embedding deep network for shadow removal. In: CVPR, pp. 2308\u20132316 (2017)","DOI":"10.1109\/CVPR.2017.248"},{"issue":"5","key":"1916_CR34","first-page":"34","volume":"21","author":"E Reinhard","year":"2002","unstructured":"Reinhard, E., Ashikhmin, M., Gooch, B., Shirley, P.: Color transfer between images. IEEE Comput. Graph. Appl. 21(5), 34\u201341 (2002)","journal-title":"IEEE Comput. Graph. Appl."},{"key":"1916_CR35","doi-asserted-by":"crossref","unstructured":"Sidorov, O.: Conditional GANS for multi-illuminant color constancy: revolution or yet another approach? In: CVPR (2019)","DOI":"10.1109\/CVPRW.2019.00225"},{"key":"1916_CR36","doi-asserted-by":"crossref","unstructured":"Vicente, T.F.Y., Hou, L., Yu, C.P., Hoai, M., Samaras, D.: Large-scale training of shadow detectors with noisily-annotated shadow examples. In: ECCV, pp. 816\u2013832 (2016)","DOI":"10.1007\/978-3-319-46466-4_49"},{"key":"1916_CR37","doi-asserted-by":"crossref","unstructured":"Wang, J., Li, X., Yang, J.: Stacked conditional generative adversarial networks for jointly learning shadow detection and shadow removal. In: CVPR, pp. 1788\u20131797 (2018)","DOI":"10.1109\/CVPR.2018.00192"},{"key":"1916_CR38","doi-asserted-by":"publisher","first-page":"381","DOI":"10.1111\/cgf.13845","volume":"38","author":"J Wei","year":"2019","unstructured":"Wei, J., Long, C., Zou, H., Xiao, C.: Shadow inpainting and removal using generative adversarial networks with slice convolutions. Comput. Graph. Forum 38, 381\u2013392 (2019)","journal-title":"Comput. Graph. Forum"},{"issue":"2","key":"1916_CR39","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1145\/1243980.1243982","volume":"26","author":"TP Wu","year":"2007","unstructured":"Wu, T.P., Tang, C.K., Brown, M.S., Shum, H.Y.: Natural shadow matting. ACM TOG 26(2), 8 (2007)","journal-title":"ACM TOG"},{"issue":"6\u20138","key":"1916_CR40","doi-asserted-by":"publisher","first-page":"713","DOI":"10.1007\/s00371-012-0679-y","volume":"28","author":"C Xiao","year":"2012","unstructured":"Xiao, C., Gan, J.: Fast image dehazing using guided joint bilateral filter. Vis. Comput. 28(6\u20138), 713\u2013721 (2012)","journal-title":"Vis. Comput."},{"issue":"8","key":"1916_CR41","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1111\/cgf.12198","volume":"32","author":"C Xiao","year":"2013","unstructured":"Xiao, C., She, R., Xiao, D., Ma, K.L.: Fast shadow removal using adaptive multi-scale illumination transfer. Comput. Graph. Forum 32(8), 207\u2013218 (2013)","journal-title":"Comput. Graph. Forum"},{"key":"1916_CR42","doi-asserted-by":"crossref","unstructured":"Xiao, Y., Tsougenis, E., Tang, C.: Shadow removal from single rgb-d images. In: CVPR, pp. 3011\u20133018 (2014)","DOI":"10.1109\/CVPR.2014.385"},{"key":"1916_CR43","doi-asserted-by":"crossref","unstructured":"Xu, D., Ricci, E., Ouyang, W., Wang, X., Sebe, N.: Multi-scale continuous crfs as sequential deep networks for monocular depth estimation, pp. 161\u2013169 (2017)","DOI":"10.1109\/CVPR.2017.25"},{"issue":"6","key":"1916_CR44","first-page":"1","volume":"31","author":"L Xu","year":"2012","unstructured":"Xu, L., Yan, Q., Xia, Y., Jia, J.: Structure extraction from texture via relative total variation. ACM TOG 31(6), 1\u201310 (2012)","journal-title":"ACM TOG"},{"key":"1916_CR45","doi-asserted-by":"crossref","unstructured":"Zhang, L., Long, C., Zhang, X., Xiao, C.: Ris-gan: Explore residual and illumination with generative adversarial networks for shadow removal. In: AAAI (2020)","DOI":"10.1609\/aaai.v34i07.6979"},{"issue":"9","key":"1916_CR46","doi-asserted-by":"publisher","first-page":"4114","DOI":"10.1109\/TIP.2017.2712283","volume":"26","author":"L Zhang","year":"2017","unstructured":"Zhang, L., Yan, Q., Liu, Z., Zou, H., Xiao, C.: Illumination decomposition for photograph with multiple light sources. IEEE Trans. Image Process. 26(9), 4114\u20134127 (2017)","journal-title":"IEEE Trans. Image Process."},{"issue":"6\u20138","key":"1916_CR47","doi-asserted-by":"publisher","first-page":"1091","DOI":"10.1007\/s00371-019-01685-8","volume":"35","author":"L Zhang","year":"2019","unstructured":"Zhang, L., Yan, Q., Zhu, Y., Zhang, X., Xiao, C.: Effective shadow removal via multi-scale image decomposition. Vis. Comput. 35(6\u20138), 1091\u20131104 (2019)","journal-title":"Vis. Comput."},{"issue":"11","key":"1916_CR48","doi-asserted-by":"publisher","first-page":"4623","DOI":"10.1109\/TIP.2015.2465159","volume":"24","author":"L Zhang","year":"2015","unstructured":"Zhang, L., Zhang, Q., Xiao, C.: Shadow remover: image shadow removal based on illumination recovering optimization. IEEE Trans. Image Process. 24(11), 4623\u20134636 (2015)","journal-title":"IEEE Trans. Image Process."},{"key":"1916_CR49","doi-asserted-by":"crossref","unstructured":"Zheng, Q., Qiao, X., Cao, Y., Lau, R.W.: Distraction-aware shadow detection. In: CVPR, pp. 5167\u20135176 (2019)","DOI":"10.1109\/CVPR.2019.00531"}],"container-title":["The Visual Computer"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00371-020-01916-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00371-020-01916-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00371-020-01916-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,10]],"date-time":"2024-08-10T08:38:35Z","timestamp":1723279115000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00371-020-01916-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,7,18]]},"references-count":49,"journal-issue":{"issue":"10-12","published-print":{"date-parts":[[2020,10]]}},"alternative-id":["1916"],"URL":"https:\/\/doi.org\/10.1007\/s00371-020-01916-3","relation":{},"ISSN":["0178-2789","1432-2315"],"issn-type":[{"type":"print","value":"0178-2789"},{"type":"electronic","value":"1432-2315"}],"subject":[],"published":{"date-parts":[[2020,7,18]]},"assertion":[{"value":"18 July 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}