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STEFANN: Scene Text Editor using Font Adaptive Neural Network [article]

Prasun Roy, Saumik Bhattacharya, Subhankar Ghosh, Umapada Pal
<span title="2020-04-25">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We propose two different neural network architectures - (a) FANnet to achieve structural consistency with source font and (b) Colornet to preserve source color.  ...  Textual information in a captured scene plays an important role in scene interpretation and decision making.  ...  Font Adaptive Neural Network (FANnet) Our generative font adaptive neural network (FANnet) takes two different inputs -an image of the source character of size 64 × 64 and a one-hot encoding v of length  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1903.01192v2">arXiv:1903.01192v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5l52wwrauzayzal6xcotsctcma">fatcat:5l52wwrauzayzal6xcotsctcma</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200913105127/https://arxiv.org/pdf/1903.01192v2.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/74/ba/74ba03152701759d32da92cf50151a25204b4c35.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1903.01192v2" 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>

TextStyleBrush: Transfer of Text Aesthetics from a Single Example [article]

Praveen Krishnan, Rama Kovvuri, Guan Pang, Boris Vassilev, Tal Hassner
<span title="2021-06-15">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
a pre-trained font classifier and text recognizer.  ...  We show results in different text domains which were previously handled by specialized methods, e.g., scene text, handwritten text.  ...  Finally, STEFANN [10] recently proposed a font adaptive neural network that replaces individual characters in the source image using a target alphabet.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.08385v1">arXiv:2106.08385v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qrttz632t5fcdodfsrbnfrahwu">fatcat:qrttz632t5fcdodfsrbnfrahwu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210618102032/https://arxiv.org/pdf/2106.08385v1.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/07/45/07452630b33d79d051b1c59599cccc13d58879ec.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.08385v1" 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>

Deep Learning-based Forgery Attack on Document Images

Lin Zhao, Changsheng Chen, Jiwu Huang
<span title="2021-02-01">2021</span>
To achieve this goal, the limitations of existing text editing algorithms towards complicated characters and complex background are addressed by a set of network design strategies.  ...  With the ongoing popularization of online services, the digital document images have been used in various applications.  ...  [3] designed a Scene Text Editor using Font Adaptive Neural Network (STEFANN) to edit texts in scene images.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.48550/arxiv.2102.00653">doi:10.48550/arxiv.2102.00653</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/su3l2rqgrzd5rdroghl3vp5kry">fatcat:su3l2rqgrzd5rdroghl3vp5kry</a> </span>
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