{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T06:02:28Z","timestamp":1784268148153,"version":"3.55.0"},"reference-count":35,"publisher":"Association for Computing Machinery (ACM)","issue":"6","license":[{"start":{"date-parts":[[2013,11,1]],"date-time":"2013-11-01T00:00:00Z","timestamp":1383264000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/100000145","name":"Division of Information and Intelligent Systems","doi-asserted-by":"publisher","award":["IIS-1064412"],"award-info":[{"award-number":["IIS-1064412"]}],"id":[{"id":"10.13039\/100000145","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["2013QNA5011"],"award-info":[{"award-number":["2013QNA5011"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Graph."],"published-print":{"date-parts":[[2013,11]]},"abstract":"<jats:p>One major shortcoming of existing bi-scale material design systems is the lack of support for inverse design: there is no way to directly edit the large-scale appearance and then rapidly solve for the small-scale details that approximate that look. Prior work is either too slow to provide quick feedback, or limited in the types of small-scale details that can be handled. We present a novel computational framework for inverse bi-scale material design. The key idea is to convert the challenging inverse appearance computation into efficient search in two precomputed large libraries: one including a wide range of measured and analytical materials, and the other procedurally generated and height-map-based geometries. We demonstrate a variety of editing operations, including finding visually equivalent details that produce similar large-scale appearance, which can be useful in applications such as physical fabrication of materials.<\/jats:p>","DOI":"10.1145\/2508363.2508394","type":"journal-article","created":{"date-parts":[[2013,11,6]],"date-time":"2013-11-06T14:09:19Z","timestamp":1383746959000},"page":"1-10","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":15,"title":["Inverse bi-scale material design"],"prefix":"10.1145","volume":"32","author":[{"given":"Hongzhi","family":"Wu","sequence":"first","affiliation":[{"name":"Yale University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Julie","family":"Dorsey","sequence":"additional","affiliation":[{"name":"Yale University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Holly","family":"Rushmeier","sequence":"additional","affiliation":[{"name":"Yale University"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2013,11]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/344779.344814"},{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/1179352.1141979"},{"key":"e_1_2_2_3_1","volume-title":"Textures: A Photographic Album for Artists and Designers","author":"Brodatz P.","year":"1999","unstructured":"Brodatz , P. 1999 . Textures: A Photographic Album for Artists and Designers . Dover Publications , Aug . Brodatz, P. 1999. Textures: A Photographic Album for Artists and Designers. Dover Publications, Aug."},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2011.81"},{"key":"e_1_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/357290.357293"},{"key":"e_1_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1778765.1778799"},{"key":"e_1_2_2_7_1","doi-asserted-by":"crossref","unstructured":"Dorsey J. Rushmeier H. and Sillion F. 2007. Digital Modeling of Material Appearance. Morgan Kaufmann Publishers Inc.   Dorsey J. Rushmeier H. and Sillion F. 2007. Digital Modeling of Material Appearance . Morgan Kaufmann Publishers Inc.","DOI":"10.1145\/1185657.1185721"},{"key":"e_1_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1137\/07070471X"},{"key":"e_1_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-004-0248-0"},{"key":"e_1_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/192161.192202"},{"key":"e_1_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/1111411.1111413"},{"key":"e_1_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1137\/090771806"},{"key":"e_1_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/1276377.1276412"},{"key":"e_1_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/1778765.1778798"},{"key":"e_1_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/1276377.1276382"},{"key":"e_1_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/2366145.2366163"},{"key":"e_1_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/1722991.1722996"},{"key":"e_1_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/2461912.2461989"},{"key":"e_1_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/1179352.1141949"},{"key":"e_1_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/2167076.2167078"},{"key":"e_1_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.5555\/2383815.2383829"},{"key":"e_1_2_2_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/882262.882343"},{"key":"e_1_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1145\/1618452.1618474"},{"key":"e_1_2_2_24_1","unstructured":"Mayang. 2013. Mayang's Free Texture Library http:\/\/www.mayang.com\/textures\/.  Mayang. 2013. Mayang's Free Texture Library http:\/\/www.mayang.com\/textures\/."},{"key":"e_1_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.5555\/2383654.2383671"},{"key":"e_1_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/192161.192213"},{"key":"e_1_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/1276377.1276444"},{"key":"e_1_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/383259.383271"},{"key":"e_1_2_2_29_1","volume-title":"Proc. of ECCV'10","author":"Romeiro F.","unstructured":"Romeiro , F. , and Zickler , T . 2010. Blind reflectometry . In Proc. of ECCV'10 , Springer-Verlag, Berlin, Heidelberg, ECCV'10, 45--58. Romeiro, F., and Zickler, T. 2010. Blind reflectometry. In Proc. of ECCV'10, Springer-Verlag, Berlin, Heidelberg, ECCV'10, 45--58."},{"key":"e_1_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-7091-6453-2_2"},{"key":"e_1_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1145\/2070781.2024206"},{"key":"e_1_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/133994.134075"},{"key":"e_1_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/1531326.1531338"},{"key":"e_1_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/2070781.2024179"},{"key":"e_1_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2010324.1964939"}],"container-title":["ACM Transactions on Graphics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2508363.2508394","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2508363.2508394","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T07:28:38Z","timestamp":1750231718000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2508363.2508394"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,11]]},"references-count":35,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2013,11]]}},"alternative-id":["10.1145\/2508363.2508394"],"URL":"https:\/\/doi.org\/10.1145\/2508363.2508394","relation":{},"ISSN":["0730-0301","1557-7368"],"issn-type":[{"value":"0730-0301","type":"print"},{"value":"1557-7368","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,11]]},"assertion":[{"value":"2013-11-01","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}