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While increasing sizes of images and datasets enhanced the overall reconstruction results, requirements in storage got immense. Additionally, unsharp areas in the background have a negative influence on 3D reconstructions algorithms. Handling the sharp foreground differently from the background simultaneously helps to reduce storage size requirements and improves 3D reconstruction results. In this article, we examine regions outside the Depth of Field (DoF) and eliminate their inaccurate information to 3D reconstructions. We extract DoF maps from the images and use them to handle the foreground and background with different compression backends, making sure that the actual object is compressed losslessly. Our algorithm achieves compression rates between 1:8 and 1:30 depending on the artifact and DoF size and improves the 3D reconstruction.<\/jats:p>","DOI":"10.1145\/3500924","type":"journal-article","created":{"date-parts":[[2022,2,18]],"date-time":"2022-02-18T20:26:37Z","timestamp":1645215997000},"page":"1-16","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Depth-of-Field Segmentation for Near-lossless Image Compression and 3D Reconstruction"],"prefix":"10.1145","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0036-319X","authenticated-orcid":false,"given":"Max","family":"von Buelow","sequence":"first","affiliation":[{"name":"Technical University of Darmstadt, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4474-1578","authenticated-orcid":false,"given":"Reimar","family":"Tausch","sequence":"additional","affiliation":[{"name":"Fraunhofer IGD, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0005-5434","authenticated-orcid":false,"given":"Martin","family":"Schurig","sequence":"additional","affiliation":[{"name":"Fraunhofer IGD, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6993-5099","authenticated-orcid":false,"given":"Volker","family":"Knauthe","sequence":"additional","affiliation":[{"name":"Technical University of Darmstadt, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2445-9081","authenticated-orcid":false,"given":"Tristan","family":"Wirth","sequence":"additional","affiliation":[{"name":"Technical University of Darmstadt, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5539-9096","authenticated-orcid":false,"given":"Stefan","family":"Guthe","sequence":"additional","affiliation":[{"name":"Technical University of Darmstadt, Germany and Fraunhofer IGD, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1813-1714","authenticated-orcid":false,"given":"Pedro","family":"Santos","sequence":"additional","affiliation":[{"name":"Fraunhofer IGD, Darmstadt, Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7756-0901","authenticated-orcid":false,"given":"Dieter W.","family":"Fellner","sequence":"additional","affiliation":[{"name":"Technical University of Darmstadt, Germany and Fraunhofer IGD, Darmstadt, Germany and Graz University of Technology, Institute of Computer Graphics and Knowledge Visualisation, Graz, Austria"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,9,16]]},"reference":[{"key":"e_1_3_1_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP.1994.413597"},{"key":"e_1_3_1_3_2","doi-asserted-by":"publisher","DOI":"10.1117\/12.838908"},{"key":"e_1_3_1_4_2","doi-asserted-by":"publisher","DOI":"10.17487\/RFC2083"},{"key":"e_1_3_1_5_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2001.937505"},{"key":"e_1_3_1_6_2","doi-asserted-by":"publisher","DOI":"10.1045\/july2008-buonora"},{"key":"e_1_3_1_7_2","first-page":"135","article-title":"Slanted-edge MTF for digital camera and scanner analysis","author":"Burns Peter","year":"2000","unstructured":"Peter Burns. 2000. 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