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Graph."],"published-print":{"date-parts":[[2025,8,1]]},"abstract":"<jats:p>\n                    We present the\n                    <jats:italic toggle=\"yes\">Mokume<\/jats:italic>\n                    dataset for solid wood texturing consisting of 190 cube-shaped samples of various hard and softwood species documented by high-resolution exterior photographs, annual ring annotations, and volumetric computed tomography (CT) scans. A subset of samples further includes photographs along slanted cuts through the cube for validation purposes.\n                  <\/jats:p>\n                  <jats:p>\n                    Using this dataset, we propose a three-stage inverse modeling pipeline to infer solid wood textures using only exterior photographs. Our method begins by evaluating a neural model to localize year rings on the cube face photographs. We then extend these exterior 2D observations into a globally consistent 3D representation by optimizing a procedural growth field using a novel iso-contour loss. Finally, we synthesize a detailed volumetric color texture from the growth field. For this last step, we propose two methods with different efficiency and quality characteristics: a fast inverse procedural texture method, and a neural cellular automaton (NCA). We demonstrate the synergy between the\n                    <jats:italic toggle=\"yes\">Mokume<\/jats:italic>\n                    dataset and the proposed algorithms through comprehensive comparisons with unseen captured data. We also present experiments demonstrating the efficiency of our pipeline's components against ablations and baselines. Our code, the dataset, and reconstructions are available via https:\/\/mokumeproject.github.io\/.\n                  <\/jats:p>","DOI":"10.1145\/3730874","type":"journal-article","created":{"date-parts":[[2025,7,27]],"date-time":"2025-07-27T04:02:22Z","timestamp":1753588942000},"page":"1-18","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["The Mokume Dataset and Inverse Modeling of Solid Wood Textures"],"prefix":"10.1145","volume":"44","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4375-473X","authenticated-orcid":false,"given":"Maria","family":"Larsson","sequence":"first","affiliation":[{"name":"The University of Tokyo, Tokyo, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0449-9534","authenticated-orcid":false,"given":"Hodaka","family":"Yamaguchi","sequence":"additional","affiliation":[{"name":"Gifu Prefecture Research Institute for Human Life Technology, Takayama, Japan"},{"name":"Nihon University, Chiba, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1163-1962","authenticated-orcid":false,"given":"Ehsan","family":"Pajouheshgar","sequence":"additional","affiliation":[{"name":"\u00c9cole Polytechnique F\u00e9derale de Lausanne (EPFL), Lausanne, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4201-3793","authenticated-orcid":false,"given":"I-Chao","family":"Shen","sequence":"additional","affiliation":[{"name":"The University of Tokyo, Tokyo, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9415-0701","authenticated-orcid":false,"given":"Kenji","family":"Tojo","sequence":"additional","affiliation":[{"name":"The University of Tokyo, Tokyo, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0390-6361","authenticated-orcid":false,"given":"Chia-Ming","family":"Chang","sequence":"additional","affiliation":[{"name":"National Taiwan University of Arts, New Taipei City, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5869-2236","authenticated-orcid":false,"given":"Lars","family":"Hansson","sequence":"additional","affiliation":[{"name":"Lule\u00e5 University of Technology, Skellefte\u00e5, Sweden"},{"name":"Norwegian University of Science and Technology, Trondheim, Norway"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3444-9194","authenticated-orcid":false,"given":"Olof","family":"Broman","sequence":"additional","affiliation":[{"name":"Lule\u00e5 University of Technology, Skellefte\u00e5, Sweden"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9057-2066","authenticated-orcid":false,"given":"Takashi","family":"Ijiri","sequence":"additional","affiliation":[{"name":"Shibaura Institute of Technology, Tokyo, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7082-7845","authenticated-orcid":false,"given":"Ariel","family":"Shamir","sequence":"additional","affiliation":[{"name":"Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6090-1121","authenticated-orcid":false,"given":"Wenzel","family":"Jakob","sequence":"additional","affiliation":[{"name":"The University of Tokyo, Tokyo, Japan"},{"name":"\u00c9cole Polytechnique F\u00e9derale de Lausanne (EPFL), Lausanne, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5495-6441","authenticated-orcid":false,"given":"Takeo","family":"Igarashi","sequence":"additional","affiliation":[{"name":"The University of Tokyo, Tokyo, Japan"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2025,7,27]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766967"},{"key":"e_1_2_2_2_1","doi-asserted-by":"publisher","unstructured":"H. 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