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Current Status and Performance Analysis of Table Recognition in Document Images with Deep Neural Networks

Khurram Azeem Hashmi, Marcus Liwicki, Didier Stricker, Muhammad Adnan Afzal, Muhammad Ahtsham Afzal, Muhammad Zeshan Afzal
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
However, there has not been a consolidated description of the deep learning methods for table detection and table structure recognition.  ...  Table detection and structural recognition are pivotal problems in the domain of table understanding.  ...  DeCNT [46] Deformable convolutions implemented in the Faster R-CNN architecture (Section III-A1c).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3087865">doi:10.1109/access.2021.3087865</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uhw7355b7zh5hpz5jhouyi46jm">fatcat:uhw7355b7zh5hpz5jhouyi46jm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210622093946/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09449902.pdf?tp=&amp;arnumber=9449902&amp;isnumber=6514899&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b9/d3/b9d34c003e701ec47f853572e521e0c37ce4bfa1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3087865"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Current Status and Performance Analysis of Table Recognition in Document Images with Deep Neural Networks [article]

Khurram Azeem Hashmi, Marcus Liwicki, Didier Stricker, Muhammad Adnan Afzal, Muhammad Ahtsham Afzal, Muhammad Zeshan Afzal
<span title="2021-05-08">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
However, there has not been a consolidated description of the deep learning methods for table detection and table structure recognition.  ...  Table detection and structural recognition are pivotal problems in the domain of table understanding.  ...  DeCNT [46] Deformable convolutions implemented in the Faster R-CNN architecture (Section III-A1c).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2104.14272v2">arXiv:2104.14272v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ccz2syev4vhctofhfvegovlcgi">fatcat:ccz2syev4vhctofhfvegovlcgi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210513004946/https://arxiv.org/pdf/2104.14272v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bc/88/bc8863440e26e48866a64f63438051d24880b793.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2104.14272v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

HybridTabNet: Towards Better Table Detection in Scanned Document Images

Danish Nazir, Khurram Azeem Hashmi, Alain Pagani, Marcus Liwicki, Didier Stricker, Muhammad Zeshan Afzal
<span title="2021-09-11">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
In this work, we present a novel end-to-end trainable pipeline, HybridTabNet, for table detection in scanned document images.  ...  Moreover, we replace conventional convolutions with deformable convolutions in the backbone network. This enables our network to detect tables of arbitrary layouts precisely.  ...  [11] employed Faster R-CNN [15] to detect tables in document images.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app11188396">doi:10.3390/app11188396</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uwzdjpyfmnbnxbxzamgbqkvrji">fatcat:uwzdjpyfmnbnxbxzamgbqkvrji</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210916110023/https://mdpi-res.com/d_attachment/applsci/applsci-11-08396/article_deploy/applsci-11-08396.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/37/bc/37bc8a3384a78c0a42870aae17a633aff5218a5d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app11188396"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

DocParser: Hierarchical Structure Parsing of Document Renderings [article]

Johannes Rausch, Octavio Martinez, Fabian Bissig, Ce Zhang, Stefan Feuerriegel
<span title="2021-01-25">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
As a remedy, we developed "DocParser": an end-to-end system for parsing the complete document structure - including all text elements, nested figures, tables, and table cell structures.  ...  Our experiments confirm the effectiveness of our proposed weak supervision: Compared to the baseline without weak supervision, it improves the mean average precision for detecting document entities by  ...  DeCNT: Deep Deformable CNN for Table Detection. IEEE Access, pages 74151-74161. Yalin Wang, Ihsin T. Phillips, and Robert M. Haralick. 2004.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1911.01702v2">arXiv:1911.01702v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xwhksbrmrzdirbi3mbaqevsluy">fatcat:xwhksbrmrzdirbi3mbaqevsluy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201204183144/https://arxiv.org/pdf/1911.01702v1.pdf" title="fulltext PDF download [not primary version]" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ef/ee/efee8d8b01451a4de457f1d6479117e9788f8eff.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1911.01702v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Accessibility of Tables in PDF Documents

Nosheen Fayyaz, Shah Khusro, Shakir Ullah
<span title="2021-09-20">2021</span> <i title="Boston College University Libraries"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ttpgthsdzrdozieu3cxrhiaipy" style="color: black;">Information Technology and Libraries</a> </i> &nbsp;
tables.  ...  Sighted users comprehend tables for sensemaking using visual cues, but blind and visually impaired users must rely on assistive technologies, including text-to-speech and screen readers, to comprehend  ...  The method is evaluated using the ICDAR 2013 data set. 41 Another approach, named DeCNT, worked on images (in any format) for the extraction of tables by using a combination of deformable CNN with faster  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.6017/ital.v40i3.12325">doi:10.6017/ital.v40i3.12325</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6bzai4e2crd7bkqvmads52v5cy">fatcat:6bzai4e2crd7bkqvmads52v5cy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210921013805/https://ejournals.bc.edu/index.php/ital/article/download/12325/10487" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ca/b5/cab5eaa396843ab72df8dfbde49591217b07be25.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.6017/ital.v40i3.12325"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Maryland Gazette and Political Intelligencer August 1816

(:Unkn) Unknown
<span title="">1816</span>
We return our thanks to his nbnonr, judge Grcshsm, for his attention to business, during the prcserit term-John B. Lennsrd, Foreman.  ...  They therefore resort to various fr.msy pretexla and false assertions to cover (he deformity. For example, they,deny that Mr.  ...  By virtue of a^decnt of thr duuwrr; will be cxpufcrl to public fale. at Ut tavern.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.13016/m2kd1qk55">doi:10.13016/m2kd1qk55</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/k2shha4dzzgazgvxlxf7dktlmy">fatcat:k2shha4dzzgazgvxlxf7dktlmy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220121040059/https://mdsoar.org/bitstream/handle/11603/4446/Maryland%20Gazette%20and%20Political%20Intelligencer%2008-1816.pdf;jsessionid=EF0B1FA0BBC5FE934A7462338A8BEC92?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.13016/m2kd1qk55"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>