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Graph."],"published-print":{"date-parts":[[2015,11,4]]},"abstract":"<jats:p>\n            In this paper, we present a consolidation method that is based on a new representation of 3D point sets. The key idea is to augment each surface point into a\n            <jats:italic>deep point<\/jats:italic>\n            by associating it with an inner point that resides on the meso-skeleton, which consists of a mixture of skeletal curves and sheets. The deep points representation is a result of a joint optimization applied to both ends of the deep points. The optimization objective is to fairly distribute the end points across the surface and the meso-skeleton, such that the deep point orientations agree with the surface normals. The optimization converges where the inner points form a coherent meso-skeleton, and the surface points are consolidated with the missing regions completed. The strength of this new representation stems from the fact that it is comprised of both local and non-local geometric information. We demonstrate the advantages of the deep points consolidation technique by employing it to consolidate and complete noisy point-sampled geometry with large missing parts.\n          <\/jats:p>","DOI":"10.1145\/2816795.2818073","type":"journal-article","created":{"date-parts":[[2015,10,27]],"date-time":"2015-10-27T12:36:39Z","timestamp":1445949399000},"page":"1-13","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":94,"title":["Deep points consolidation"],"prefix":"10.1145","volume":"34","author":[{"given":"Shihao","family":"Wu","sequence":"first","affiliation":[{"name":"University of Bern"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hui","family":"Huang","sequence":"additional","affiliation":[{"name":"Shenzhen VisuCA Key Lab \/ SIAT"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minglun","family":"Gong","sequence":"additional","affiliation":[{"name":"Memorial University of Newfoundland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matthias","family":"Zwicker","sequence":"additional","affiliation":[{"name":"University of Bern"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniel","family":"Cohen-Or","sequence":"additional","affiliation":[{"name":"Tel-Aviv University"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2015,11,2]]},"reference":[{"key":"e_1_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/1141911.1141940"},{"key":"e_1_2_2_2_1","volume-title":"Proc. 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