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TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models [article]

Minghao Li, Tengchao Lv, Lei Cui, Yijuan Lu, Dinei Florencio, Cha Zhang, Zhoujun Li, Furu Wei
<span title="2021-09-25">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose an end-to-end text recognition approach with pre-trained image Transformer and text Transformer models, namely TrOCR, which leverages the Transformer architecture for both image  ...  The TrOCR model is simple but effective, and can be pre-trained with large-scale synthetic data and fine-tuned with human-labeled datasets.  ...  We propose TrOCR, an end-to-end Transformer-based OCR model for text recognition with pre-trained CV and NLP models.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.10282v3">arXiv:2109.10282v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3ra33gmd2vdgtect64gepyftni">fatcat:3ra33gmd2vdgtect64gepyftni</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210924160002/https://arxiv.org/pdf/2109.10282v2.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/94/41/9441e5c98ac4df4b84bc978a5ee92e6a74c77f11.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.10282v3" 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>

Vision-Language Pre-Training for Boosting Scene Text Detectors [article]

Sibo Song, Jianqiang Wan, Zhibo Yang, Jun Tang, Wenqing Cheng, Xiang Bai, Cong Yao
<span title="2022-04-29">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The code and pre-trained models will be publicly released.  ...  The pre-trained model is able to produce more informative representations with richer semantics, which could readily benefit existing scene text detectors (such as EAST and PSENet) in the down-stream text  ...  TrOCR [23] introduces an end-to-end text recognition method with a pre-trained Transformer-based model.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2204.13867v1">arXiv:2204.13867v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2n33746uo5bvjddgu5blujtmce">fatcat:2n33746uo5bvjddgu5blujtmce</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220503164048/https://arxiv.org/pdf/2204.13867v1.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/3a/c5/3ac52540b66e6e57e78bcdc48d17c5797bcb32fc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2204.13867v1" 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>

Middle Atlantic Outer Continental Shelf Environmental Studies Volume Ii-A. Chemical And Biological Benchmark Studies

E. Burrreson
<span title="">1970</span>
The digital recording i3 IBM-compatible with a density of 800 characters per inch.  ...  Wet and dry bulb air temperatures were measured with a ventilated psychrometer (Bendix Model 566). Barographs used were obtained from Weather Measure, Inc. (Model 8201).  ...  This was a group of typically off shore BpE::cies, with Rhincalanus nasutus, Pleuromamma gracilis, AnomaloceJ~a ornata, and immature Euphausia sp. in abundance.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21220/m2-pt19-a987">doi:10.21220/m2-pt19-a987</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xafjwmx3pfc23ewqza72hwul6a">fatcat:xafjwmx3pfc23ewqza72hwul6a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220113221140/https://scholarworks.wm.edu/cgi/viewcontent.cgi?article=2640&amp;context=reports" 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/10.21220/m2-pt19-a987"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>