{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T15:18:35Z","timestamp":1778080715082,"version":"3.51.4"},"reference-count":60,"publisher":"IEEE","license":[{"start":{"date-parts":[[2021,10,1]],"date-time":"2021-10-01T00:00:00Z","timestamp":1633046400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,10,1]],"date-time":"2021-10-01T00:00:00Z","timestamp":1633046400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,10]]},"DOI":"10.1109\/iccv48922.2021.01245","type":"proceedings-article","created":{"date-parts":[[2022,2,28]],"date-time":"2022-02-28T22:08:02Z","timestamp":1646086082000},"page":"12664-12674","source":"Crossref","is-referenced-by-count":378,"title":["NeRD: Neural Reflectance Decomposition from Image Collections"],"prefix":"10.1109","author":[{"given":"Mark","family":"Boss","sequence":"first","affiliation":[{"name":"University of Tübingen"}]},{"given":"Raphael","family":"Braun","sequence":"additional","affiliation":[{"name":"University of Tübingen"}]},{"given":"Varun","family":"Jampani","sequence":"additional","affiliation":[{"name":"Google Research"}]},{"given":"Jonathan T.","family":"Barron","sequence":"additional","affiliation":[{"name":"Google Research"}]},{"given":"Ce","family":"Liu","sequence":"additional","affiliation":[{"name":"Google Research"}]},{"given":"Hendrik P.A.","family":"Lensch","sequence":"additional","affiliation":[{"name":"University of Tübingen"}]}],"member":"263","reference":[{"key":"ref39","author":"pett","year":"2016","journal-title":"Ethiopian Head"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1364\/AO.4.000767"},{"key":"ref33","article-title":"Neural sparse voxel fields","author":"liu","year":"2020","journal-title":"Advances in Neural IInformation Processing Systems"},{"key":"ref32","doi-asserted-by":"crossref","DOI":"10.1145\/3272127.3275055","article-title":"Learning to re-construct shape and spatially-varying reflectance from a single image","author":"li","year":"2018","journal-title":"ACM Transactions on Graphics (SIGGRAPH ASIA)"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01219-9_5"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00255"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3272127.3275017"},{"key":"ref36","article-title":"Nerf: Representing scenes as neural radiance fields for view synthesis","author":"mildenhall","year":"2020","journal-title":"European Conference on Computer Vision (ECCV)"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00459"},{"key":"ref34","article-title":"NeRF in the Wild: Neural Radiance Fields for Unconstrained Photo Collections","author":"martin-brualla","year":"2020","journal-title":"ArXiv e-prints"},{"key":"ref60","article-title":"Nerf++: Analyzing and improving neural radiance fields","author":"zhang","year":"2020","journal-title":"ArXiv e-prints"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1111\/1467-8659.00695"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-7091-6242-2_10"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3072959.3073641"},{"key":"ref2","article-title":"Reflectance modeling by neural texture synthesis","author":"aittala","year":"2018","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref1","article-title":"Photography — Digital still cameras — Determination of exposure index, ISO speed ratings, standard output sensitivity, and recommended exposure index","year":"2019","journal-title":"International Standards Organization for Standardization"},{"key":"ref20","doi-asserted-by":"crossref","DOI":"10.1145\/3130800.3130891","article-title":"Learning to predict indoor illumination from a single image","author":"gardner","year":"2017","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206753"},{"key":"ref21","article-title":"Shape and spatially-varying BRDFs from photometric stereo","author":"goldman","year":"2009","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.12"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/15886.15902"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/1015706.1015751"},{"key":"ref25","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"ArXiv e-prints"},{"key":"ref50","year":"0","journal-title":"Standing Globe"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/1618452.1618479"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00541"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-61864-3_7"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13560"},{"key":"ref56","article-title":"Multiview neural surface reconstruction by disentangling geometry and appearance","author":"yariv","year":"2020","journal-title":"Advances in Neural IInformation Processing Systems"},{"key":"ref55","doi-asserted-by":"crossref","DOI":"10.1145\/3197517.3201313","article-title":"Deep image-based relighting from optimal sparse samples","author":"xu","year":"2018","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref54","doi-asserted-by":"crossref","DOI":"10.1145\/3306346.3323007","article-title":"Deep view synthesis from sparse photometric images","author":"xu","year":"2019","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref53","article-title":"Disn: Deep implicit surface network for high-quality single-view 3d reconstruction","author":"xu","year":"2019","journal-title":"Advances in Neural IInformation Processing Systems"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1145\/2980179.2980248"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00404"},{"key":"ref11","article-title":"Physically based shading at disney","author":"burley","year":"2012","journal-title":"ACM Transactions on Graphics (SIGGRAPH)"},{"key":"ref40","article-title":"BritishMuseumDH\/moldGoldCape: First release of the Cape in 3D","author":"pett","year":"2017"},{"key":"ref12","year":"0","journal-title":"Carwreck"},{"key":"ref13","year":"0","journal-title":"chair"},{"key":"ref14","doi-asserted-by":"crossref","DOI":"10.1145\/357290.357293","article-title":"A reflectance model for computer graphics","author":"cook","year":"1982","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref15","doi-asserted-by":"crossref","DOI":"10.1145\/3197517.3201378","article-title":"Single-image SVBRDF capture with a rendering-aware deep network","author":"deschaintre","year":"2018","journal-title":"ACM Transactions on Graphics (TOG)"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13765"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.14056"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2661229.2661283"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3306346.3323042"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/3DV50981.2020.00126"},{"key":"ref3","article-title":"Approximate svBRDF estimation from mobile phone video","author":"albert","year":"2018","journal-title":"Eurographics Symposium on Rendering"},{"key":"ref6","article-title":"Neural reflectance fields for appearance acquisition","author":"bi","year":"2020","journal-title":"ArXiv e-prints"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2014.2377712"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00600"},{"key":"ref7","article-title":"Deep reflectance volumes: Relightable reconstructions from multi-view photometric images","author":"bi","year":"2020","journal-title":"European Conference on Computer Vision (ECCV)"},{"key":"ref49","article-title":"Fourier features let networks learn high frequency functions in low dimensional domains","author":"tancik","year":"2020","journal-title":"Advances in Neural IInformation Processing Systems"},{"key":"ref9","article-title":"Deep Dual Loss BRDF Parameter Estimation","author":"boss","year":"2018","journal-title":"Workshop Mater Appear Model"},{"key":"ref46","article-title":"Implicit neural representations with periodic activation functions","author":"sitzmann","year":"2020","journal-title":"Advances in Neural IInformation Processing Systems"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00869"},{"key":"ref48","article-title":"Nerv: Neural reflectance and visibility fields for relighting and view synthesis","author":"srinivasan","year":"2020","journal-title":"ArXiv e-prints"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00254"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58529-7_6"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/383259.383271"},{"key":"ref44","article-title":"Pixelwise view selection for un-structured multi-view stereo","author":"sch\u00f6nberger","year":"2016","journal-title":"European Conference on Computer Vision (ECCV)"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.445"}],"event":{"name":"2021 IEEE\/CVF International Conference on Computer Vision (ICCV)","location":"Montreal, QC, Canada","start":{"date-parts":[[2021,10,10]]},"end":{"date-parts":[[2021,10,17]]}},"container-title":["2021 IEEE\/CVF International Conference on Computer Vision (ICCV)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9709627\/9709628\/09710856.pdf?arnumber=9710856","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,15]],"date-time":"2022-07-15T19:42:11Z","timestamp":1657914131000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9710856\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,10]]},"references-count":60,"URL":"https:\/\/doi.org\/10.1109\/iccv48922.2021.01245","relation":{},"subject":[],"published":{"date-parts":[[2021,10]]}}}