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For each image we compute a multiscale decomposition based on the bilateral filter and then reconstruct an enhanced image that combines detail information at each scale across all the input images. Our approach does not require any information about light source positions, or camera calibration, and can produce good results with 3 to 5 input images. In addition our system provides a few high-level parameters for controlling the amount of enhancement and does not require pixel-level user input. We show that the bilateral filter is a good choice for our multiscale algorithm because it avoids the halo artifacts commonly associated with the traditional Laplacian image pyramid. We also develop a new scheme for computing our multiscale bilateral decomposition that is simple to implement, fast<jats:italic>O<\/jats:italic>(<jats:italic>N<\/jats:italic><jats:sup>2<\/jats:sup>log<jats:italic>N<\/jats:italic>) and accurate.<\/jats:p>","DOI":"10.1145\/1276377.1276441","type":"journal-article","created":{"date-parts":[[2007,9,14]],"date-time":"2007-09-14T13:44:55Z","timestamp":1189777495000},"page":"51","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":226,"title":["Multiscale shape and detail enhancement from multi-light image collections"],"prefix":"10.1145","volume":"26","author":[{"given":"Raanan","family":"Fattal","sequence":"first","affiliation":[{"name":"University of California, Berkeley"}]},{"given":"Maneesh","family":"Agrawala","sequence":"additional","affiliation":[{"name":"University of California, Berkeley"}]},{"given":"Szymon","family":"Rusinkiewicz","sequence":"additional","affiliation":[{"name":"Princeton University"}]}],"member":"320","published-online":{"date-parts":[[2007,7,29]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/1015706.1015718"},{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.2003.1250392"},{"key":"e_1_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1141911.1141935"},{"key":"e_1_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2003.08.005"},{"key":"e_1_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/TCOM.1983.1095851"},{"key":"e_1_2_2_6_1","volume-title":"Proc. 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