{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T17:28:07Z","timestamp":1776101287252,"version":"3.50.1"},"publisher-location":"Cham","reference-count":40,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319464749","type":"print"},{"value":"9783319464756","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-46475-6_10","type":"book-chapter","created":{"date-parts":[[2016,9,16]],"date-time":"2016-09-16T08:48:10Z","timestamp":1474015690000},"page":"154-169","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1240,"title":["Single Image Dehazing via Multi-scale Convolutional Neural Networks"],"prefix":"10.1007","author":[{"given":"Wenqi","family":"Ren","sequence":"first","affiliation":[]},{"given":"Si","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Hua","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Jinshan","family":"Pan","sequence":"additional","affiliation":[]},{"given":"Xiaochun","family":"Cao","sequence":"additional","affiliation":[]},{"given":"Ming-Hsuan","family":"Yang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,9,17]]},"reference":[{"issue":"12","key":"10_CR1","doi-asserted-by":"publisher","first-page":"2341","DOI":"10.1109\/TPAMI.2010.168","volume":"33","author":"K He","year":"2011","unstructured":"He, K., Sun, J., Tang, X.: Single image haze removal using dark channel prior. TPAMI 33(12), 2341\u20132353 (2011)","journal-title":"TPAMI"},{"key":"10_CR2","doi-asserted-by":"crossref","unstructured":"Tang, K., Yang, J., Wang, J.: Investigating haze-relevant features in a learning framework for image dehazing. In: CVPR (2014)","DOI":"10.1109\/CVPR.2014.383"},{"key":"10_CR3","doi-asserted-by":"crossref","unstructured":"Tan, R.T., Pettersson, N., Petersson, L.: Visibility enhancement for roads with foggy or hazy scenes. In: Intelligent Vehicles Symposium (2007)","DOI":"10.1109\/IVS.2007.4290085"},{"key":"10_CR4","doi-asserted-by":"crossref","unstructured":"Hauti\u00e8re, N., Tarel, J.P., Aubert, D.: Towards fog-free in-vehicle vision systems through contrast restoration. In: CVPR (2007)","DOI":"10.1109\/CVPR.2007.383259"},{"key":"10_CR5","doi-asserted-by":"crossref","unstructured":"Caraffa, L., Tarel, J.P.: Markov random field model for single image defogging. In: Intelligent Vehicles Symposium (2013)","DOI":"10.1109\/IVS.2013.6629596"},{"issue":"1","key":"10_CR6","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1145\/2651362","volume":"34","author":"R Fattal","year":"2014","unstructured":"Fattal, R.: Dehazing using color-lines. TOG 34(1), 13 (2014)","journal-title":"TOG"},{"key":"10_CR7","doi-asserted-by":"crossref","unstructured":"Li, Z., Tan, P., Tan, R.T., Zou, D., Zhou, S.Z., Cheong, L.F.: Simultaneous video defogging and stereo reconstruction. In: CVPR (2015)","DOI":"10.1109\/CVPR.2015.7299133"},{"key":"10_CR8","doi-asserted-by":"crossref","unstructured":"Pei, S.C., Lee, T.Y.: Nighttime haze removal using color transfer pre-processing and dark channel prior. In: ICIP (2012)","DOI":"10.1109\/ICIP.2012.6467020"},{"issue":"8","key":"10_CR9","first-page":"3271","volume":"22","author":"CO Ancuti","year":"2013","unstructured":"Ancuti, C.O., Ancuti, C.: Single image dehazing by multi-scale fusion. TIP 22(8), 3271\u20133282 (2013)","journal-title":"TIP"},{"key":"10_CR10","doi-asserted-by":"crossref","unstructured":"Tan, R.T.: Visibility in bad weather from a single image. In: CVPR (2008)","DOI":"10.1109\/CVPR.2008.4587643"},{"issue":"11","key":"10_CR11","first-page":"3522","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. TIP 24(11), 3522\u20133533 (2015)","journal-title":"TIP"},{"key":"10_CR12","unstructured":"Eigen, D., Puhrsch, C., Fergus, R.: Depth map prediction from a single image using a multi-scale deep network. In: NIPS (2014)"},{"key":"10_CR13","doi-asserted-by":"crossref","unstructured":"Liu, S., Liang, X., Liu, L., Shen, X., Yang, J., Xu, C., Lin, L., Cao, X., Yan, S.: Matching-CNN meets KNN: quasi-parametric human parsing. In: CVPR, pp. 1419\u20131427 (2015)","DOI":"10.1109\/CVPR.2015.7298748"},{"issue":"12","key":"10_CR14","doi-asserted-by":"publisher","first-page":"2402","DOI":"10.1109\/TPAMI.2015.2408360","volume":"37","author":"X Liang","year":"2015","unstructured":"Liang, X., Liu, S., Shen, X., Yang, J., Liu, L., Dong, J., Lin, L., Yan, S.: Deep human parsing with active template regression. PAMI 37(12), 2402\u20132414 (2015)","journal-title":"PAMI"},{"key":"10_CR15","doi-asserted-by":"crossref","unstructured":"Zhang, H., Liu, S., Zhang, C., Ren, W., Wang, R., Cao, X.: SketchNet: sketch classification with web images. In: CVPR (2016)","DOI":"10.1109\/CVPR.2016.125"},{"key":"10_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"746","DOI":"10.1007\/978-3-642-33715-4_54","volume-title":"Computer Vision \u2013 ECCV 2012","author":"N Silberman","year":"2012","unstructured":"Silberman, N., Hoiem, D., Kohli, P., Fergus, R.: Indoor segmentation and support inference from RGBD images. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, Y., Schmid, C. (eds.) ECCV 2012. LNCS, vol. 7576, pp. 746\u2013760. Springer, Heidelberg (2012). doi:\n                      10.1007\/978-3-642-33715-4_54"},{"key":"10_CR17","doi-asserted-by":"crossref","unstructured":"Kopf, J., Neubert, B., Chen, B., Cohen, M., Cohen-Or, D., Deussen, O., Uyttendaele, M., Lischinski, D.: Deep photo: model-based photograph enhancement and viewing. In: SIGGRAPH Asia (2008)","DOI":"10.1145\/1457515.1409069"},{"key":"10_CR18","doi-asserted-by":"crossref","unstructured":"Treibitz, T., Schechner, Y.Y.: Polarization: beneficial for visibility enhancement? In: CVPR (2009)","DOI":"10.1109\/CVPR.2009.5206551"},{"issue":"6","key":"10_CR19","doi-asserted-by":"publisher","first-page":"713","DOI":"10.1109\/TPAMI.2003.1201821","volume":"25","author":"SG Narasimhan","year":"2003","unstructured":"Narasimhan, S.G., Nayar, S.K.: Contrast restoration of weather degraded images. TPAMI 25(6), 713\u2013724 (2003)","journal-title":"TPAMI"},{"key":"10_CR20","unstructured":"Narasimhan, S.G., Nayar, S.K.: Chromatic framework for vision in bad weather. In: CVPR (2000)"},{"key":"10_CR21","unstructured":"Schechner, Y.Y., Narasimhan, S.G., Nayar, S.K.: Instant dehazing of images using polarization. In: CVPR (2001)"},{"key":"10_CR22","unstructured":"Shwartz, S., Namer, E., Schechner, Y.Y.: Blind haze separation. In: CVPR (2006)"},{"key":"10_CR23","doi-asserted-by":"crossref","unstructured":"Fattal, R.: Single image dehazing. In: SIGGRAPH (2008)","DOI":"10.1145\/1399504.1360671"},{"key":"10_CR24","doi-asserted-by":"crossref","unstructured":"Kratz, L., Nishino, K.: Factorizing scene albedo and depth from a single foggy image. In: ICCV (2009)","DOI":"10.1109\/ICCV.2009.5459382"},{"issue":"2","key":"10_CR25","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1109\/MITS.2012.2189969","volume":"4","author":"JP Tarel","year":"2012","unstructured":"Tarel, J.P., Hauti\u00e8re, N., Caraffa, L., Cord, A., Halmaoui, H., Gruyer, D.: Vision enhancement in homogeneous and heterogeneous fog. Intell. Transp. Syst. Mag. 4(2), 6\u201320 (2012)","journal-title":"Intell. Transp. Syst. Mag."},{"issue":"3","key":"10_CR26","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1007\/s11263-011-0508-1","volume":"98","author":"K Nishino","year":"2012","unstructured":"Nishino, K., Kratz, L., Lombardi, S.: Bayesian defogging. IJCV 98(3), 263\u2013278 (2012)","journal-title":"IJCV"},{"key":"10_CR27","doi-asserted-by":"crossref","unstructured":"Meng, G., Wang, Y., Duan, J., Xiang, S., Pan, C.: Efficient image dehazing with boundary constraint and contextual regularization. In: ICCV (2013)","DOI":"10.1109\/ICCV.2013.82"},{"key":"10_CR28","doi-asserted-by":"crossref","unstructured":"Tarel, J.P., Hautiere, N.: Fast visibility restoration from a single color or gray level image. In: ICCV (2009)","DOI":"10.1109\/ICCV.2009.5459251"},{"issue":"2","key":"10_CR29","first-page":"662","volume":"21","author":"KB Gibson","year":"2012","unstructured":"Gibson, K.B., Vo, D.T., Nguyen, T.Q.: An investigation of dehazing effects on image and video coding. TIP 21(2), 662\u2013673 (2012)","journal-title":"TIP"},{"issue":"6","key":"10_CR30","doi-asserted-by":"publisher","first-page":"1397","DOI":"10.1109\/TPAMI.2012.213","volume":"35","author":"K He","year":"2013","unstructured":"He, K., Sun, J., Tang, X.: Guided image filtering. TPAMI 35(6), 1397\u20131409 (2013)","journal-title":"TPAMI"},{"key":"10_CR31","unstructured":"Yuan, J., Ni, B., Kassim, A.A.: Half-CNN: a general framework for whole-image regression (2014). arXiv preprint: \n                      arXiv:1412.6885"},{"issue":"11","key":"10_CR32","doi-asserted-by":"publisher","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"Y LeCun","year":"1998","unstructured":"LeCun, Y., Bottou, L., Bengio, Y., Haffner, P.: Gradient-based learning applied to document recognition. Proc. IEEE 86(11), 2278\u20132324 (1998)","journal-title":"Proc. IEEE"},{"key":"10_CR33","doi-asserted-by":"crossref","unstructured":"Khan, S.H., Bennamoun, M., Sohel, F., Togneri, R.: Automatic feature learning for robust shadow detection. In: CVPR (2014)","DOI":"10.1109\/CVPR.2014.249"},{"issue":"1\u20133","key":"10_CR34","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1023\/A:1014573219977","volume":"47","author":"D Scharstein","year":"2002","unstructured":"Scharstein, D., Szeliski, R.: A taxonomy and evaluation of dense two-frame stereo correspondence algorithms. IJCV 47(1\u20133), 7\u201342 (2002)","journal-title":"IJCV"},{"key":"10_CR35","unstructured":"Scharstein, D., Szeliski, R.: High-accuracy stereo depth maps using structured light. In: CVPR (2003)"},{"key":"10_CR36","doi-asserted-by":"crossref","unstructured":"Hirschm\u00fcller, H., Scharstein, D.: Evaluation of cost functions for stereo matching. In: CVPR (2007)","DOI":"10.1109\/CVPR.2007.383248"},{"key":"10_CR37","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"184","DOI":"10.1007\/978-3-319-10593-2_13","volume-title":"Computer Vision \u2013 ECCV 2014","author":"C Dong","year":"2014","unstructured":"Dong, C., Loy, C.C., He, K., Tang, X.: Learning a deep convolutional network for image super-resolution. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014. LNCS, vol. 8692, pp. 184\u2013199. Springer, Heidelberg (2014). doi:\n                      10.1007\/978-3-319-10593-2_13"},{"key":"10_CR38","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"501","DOI":"10.1007\/978-3-642-19309-5_39","volume-title":"Computer Vision \u2013 ACCV 2010","author":"CO Ancuti","year":"2011","unstructured":"Ancuti, C.O., Ancuti, C., Hermans, C., Bekaert, P.: A fast semi-inverse approach to detect and remove the haze from a single image. In: Kimmel, R., Klette, R., Sugimoto, A. (eds.) ACCV 2010. LNCS, vol. 6493, pp. 501\u2013514. Springer, Heidelberg (2011). doi:\n                      10.1007\/978-3-642-19309-5_39"},{"key":"10_CR39","doi-asserted-by":"crossref","unstructured":"Li, Y., Tan, R.T., Brown, M.S.: Nighttime haze removal with glow and multiple light colors. In: ICCV (2015)","DOI":"10.1109\/ICCV.2015.34"},{"key":"10_CR40","doi-asserted-by":"crossref","unstructured":"Zhang, J., Cao, Y., Wang, Z.: Nighttime haze removal based on a new imaging model. In: ICIP (2014)","DOI":"10.1109\/ICIP.2014.7025924"}],"container-title":["Lecture Notes in Computer Science","Computer Vision \u2013 ECCV 2016"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-46475-6_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,10,10]],"date-time":"2020-10-10T01:01:14Z","timestamp":1602291674000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-46475-6_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319464749","9783319464756"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-46475-6_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]},"assertion":[{"value":"17 September 2016","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":"Amsterdam","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"The Netherlands","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2016","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"8 October 2016","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 October 2016","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eccv2016","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.eccv2016.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"}]}}