Robust Virtual Unrolling of Historical Parchment XMT Images
We develop a framework to virtually unroll fragile historical parchment scrolls, which cannot be physically unfolded via a sequence of X-ray tomographic slices, thus providing easy access to those parchments whose contents have remained hidden for centuries. The first step is to produce a topologica...
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Veröffentlicht in: | IEEE transactions on image processing 2018-04, Vol.27 (4), p.1914-1926, Article 1914 |
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container_title | IEEE transactions on image processing |
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creator | Chang Liu Rosin, Paul L. Yu-Kun Lai Weiduo Hu |
description | We develop a framework to virtually unroll fragile historical parchment scrolls, which cannot be physically unfolded via a sequence of X-ray tomographic slices, thus providing easy access to those parchments whose contents have remained hidden for centuries. The first step is to produce a topologically correct segmentation, which is challenging as the parchment layers vary significantly in thickness, contain substantial interior textures and can often stick together in places. For this purpose, our method starts with linking the broken layers in a slice using the topological structure propagated from its previous processed slice. To ensure topological correctness, we identify fused regions by detecting junction sections, and then match them using global optimization efficiently solved by the blossom algorithm, taking into account the shape energy of curves separating fused layers. The fused layers are then separated using as-parallel-as-possible curves connecting junction section pairs. To flatten the segmented parchment, pixels in different frames need to be put into alignment. This is achieved via a dynamic programming-based global optimization, which minimizes the total matching distances and penalizes stretches. Eventually, the text of the parchment is revealed by ink projection. We demonstrate the effectiveness of our approach using challenging real-world data sets, including the water damaged fifteenth century Bressingham scroll. |
doi_str_mv | 10.1109/TIP.2017.2783626 |
format | Article |
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The first step is to produce a topologically correct segmentation, which is challenging as the parchment layers vary significantly in thickness, contain substantial interior textures and can often stick together in places. For this purpose, our method starts with linking the broken layers in a slice using the topological structure propagated from its previous processed slice. To ensure topological correctness, we identify fused regions by detecting junction sections, and then match them using global optimization efficiently solved by the blossom algorithm, taking into account the shape energy of curves separating fused layers. The fused layers are then separated using as-parallel-as-possible curves connecting junction section pairs. To flatten the segmented parchment, pixels in different frames need to be put into alignment. This is achieved via a dynamic programming-based global optimization, which minimizes the total matching distances and penalizes stretches. Eventually, the text of the parchment is revealed by ink projection. 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The first step is to produce a topologically correct segmentation, which is challenging as the parchment layers vary significantly in thickness, contain substantial interior textures and can often stick together in places. For this purpose, our method starts with linking the broken layers in a slice using the topological structure propagated from its previous processed slice. To ensure topological correctness, we identify fused regions by detecting junction sections, and then match them using global optimization efficiently solved by the blossom algorithm, taking into account the shape energy of curves separating fused layers. The fused layers are then separated using as-parallel-as-possible curves connecting junction section pairs. To flatten the segmented parchment, pixels in different frames need to be put into alignment. This is achieved via a dynamic programming-based global optimization, which minimizes the total matching distances and penalizes stretches. Eventually, the text of the parchment is revealed by ink projection. We demonstrate the effectiveness of our approach using challenging real-world data sets, including the water damaged fifteenth century Bressingham scroll.</description><subject>as parallel as possible</subject><subject>blossom algorithm</subject><subject>dynamic programming</subject><subject>flatten</subject><subject>Image reconstruction</subject><subject>Image segmentation</subject><subject>Ink</subject><subject>ink projection</subject><subject>Junctions</subject><subject>Optimization</subject><subject>parchment</subject><subject>Shape</subject><subject>Skeleton</subject><subject>X-ray</subject><issn>1057-7149</issn><issn>1941-0042</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><recordid>eNpdkE1LAzEQhoMotlbvgiD7B7bma5MNnqSoLVQs0oq3JckmNbIfJUkP_ntTWnvoaYZh3oeZB4BbBMcIQfGwnC3GGCI-xrwkDLMzMESCohxCis9TDwuec0TFAFyF8AMhogVil2CAhRBpBw3B40evtiFmn87HrWyyVef7pnHdOuttNnUh9t7pNF9Ir79b08Xs622ZzVq5NuEaXFjZBHNzqCOwenleTqb5_P11Nnma55rwIuaGUIZKhmuOGcJY6dIyKi2yGuuaMytgOoZISCVVRElqsIWqVCWpC6Ysr8kIwD1X-z4Eb2y18a6V_rdCsNp5qJKHauehOnhIkft9ZLNVramPgf_H0wI7YWoXZXR9F710zZEc3eaUfLcPOmPMkVtiJDgU5A9KvXKm</recordid><startdate>201804</startdate><enddate>201804</enddate><creator>Chang Liu</creator><creator>Rosin, Paul L.</creator><creator>Yu-Kun Lai</creator><creator>Weiduo Hu</creator><general>IEEE</general><scope>97E</scope><scope>ESBDL</scope><scope>RIA</scope><scope>RIE</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0002-2094-5680</orcidid><orcidid>https://orcid.org/0000-0002-4965-3884</orcidid><orcidid>https://orcid.org/0000-0002-9747-2869</orcidid></search><sort><creationdate>201804</creationdate><title>Robust Virtual Unrolling of Historical Parchment XMT Images</title><author>Chang Liu ; Rosin, Paul L. ; Yu-Kun Lai ; Weiduo Hu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-e3461862d726122bc8f64af1fc2cd76f909903a04a4b3ba4e2f0b8b83d56bf7d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>as parallel as possible</topic><topic>blossom algorithm</topic><topic>dynamic programming</topic><topic>flatten</topic><topic>Image reconstruction</topic><topic>Image segmentation</topic><topic>Ink</topic><topic>ink projection</topic><topic>Junctions</topic><topic>Optimization</topic><topic>parchment</topic><topic>Shape</topic><topic>Skeleton</topic><topic>X-ray</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chang Liu</creatorcontrib><creatorcontrib>Rosin, Paul L.</creatorcontrib><creatorcontrib>Yu-Kun Lai</creatorcontrib><creatorcontrib>Weiduo Hu</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005–Present</collection><collection>IEEE Xplore Open Access Journals</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Xplore</collection><collection>PubMed</collection><collection>CrossRef</collection><jtitle>IEEE transactions on image processing</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chang Liu</au><au>Rosin, Paul L.</au><au>Yu-Kun Lai</au><au>Weiduo Hu</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Robust Virtual Unrolling of Historical Parchment XMT Images</atitle><jtitle>IEEE transactions on image processing</jtitle><stitle>TIP</stitle><addtitle>IEEE Trans Image Process</addtitle><date>2018-04</date><risdate>2018</risdate><volume>27</volume><issue>4</issue><spage>1914</spage><epage>1926</epage><pages>1914-1926</pages><artnum>1914</artnum><issn>1057-7149</issn><eissn>1941-0042</eissn><coden>IIPRE4</coden><abstract>We develop a framework to virtually unroll fragile historical parchment scrolls, which cannot be physically unfolded via a sequence of X-ray tomographic slices, thus providing easy access to those parchments whose contents have remained hidden for centuries. The first step is to produce a topologically correct segmentation, which is challenging as the parchment layers vary significantly in thickness, contain substantial interior textures and can often stick together in places. For this purpose, our method starts with linking the broken layers in a slice using the topological structure propagated from its previous processed slice. To ensure topological correctness, we identify fused regions by detecting junction sections, and then match them using global optimization efficiently solved by the blossom algorithm, taking into account the shape energy of curves separating fused layers. The fused layers are then separated using as-parallel-as-possible curves connecting junction section pairs. To flatten the segmented parchment, pixels in different frames need to be put into alignment. This is achieved via a dynamic programming-based global optimization, which minimizes the total matching distances and penalizes stretches. 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subjects | as parallel as possible blossom algorithm dynamic programming flatten Image reconstruction Image segmentation Ink ink projection Junctions Optimization parchment Shape Skeleton X-ray |
title | Robust Virtual Unrolling of Historical Parchment XMT Images |
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