{"id":612,"date":"2022-05-08T22:00:00","date_gmt":"2022-05-08T13:00:00","guid":{"rendered":"https:\/\/staka.jp\/wordpress\/?p=612"},"modified":"2022-05-08T22:00:00","modified_gmt":"2022-05-08T13:00:00","slug":"ocr%e7%94%a8%e7%bf%bb%e8%a8%b3%e3%83%a2%e3%83%87%e3%83%ab%e3%81%a8vr%e5%af%be%e5%bf%9c%e8%ab%96%e6%96%87%e7%bf%bb%e8%a8%b3","status":"publish","type":"post","link":"https:\/\/staka.jp\/wordpress\/?p=612","title":{"rendered":"OCR\u7528\u7ffb\u8a33\u30e2\u30c7\u30eb\u3068VR\u5bfe\u5fdc\u8ad6\u6587\u7ffb\u8a33"},"content":{"rendered":"\n<p><a href=\"https:\/\/fugumt.com\/fugumt\/paper\/tmp\/20220304-pdfocr-nmt.pdf\">NLP Hacks vol.2\u3067\u8a71\u3057\u305f\u5185\u5bb9<\/a>\u3067\u3082\u3042\u308b\u304cPDF\u304b\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u3084OCR\u6642\u306e\u554f\u984c\u306b\u5bfe\u5fdc\u53ef\u80fd\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u3002\u3053\u3053\u3067\u8a00\u3046\u554f\u984c\u306f\u5358\u8a9e\u5883\u754c\u5224\u5b9a\u3092\u9593\u9055\u3044\u30b9\u30da\u30fc\u30b9\u304c\u524a\u9664\u3055\u308c\u308b\u73fe\u8c61\u3084OCR\u7279\u6709\u306e\u8a8d\u8b58\u9593\u9055\u3044[1]\u3092\u6307\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u6b63\u3057\u304f\u7ffb\u8a33\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059[2]\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>Tounifythecurrentfragmentedapproachestowardstrustworthy<br \/>AI,weproposeasystematicapproachthatconsiderstheentirelife<br \/>cycleofAIsystems,rangingfromdataacquisitiontomodeldevelop<br \/>ment,todevelopmentanddeployment,finallytocontinuousmoni<br \/>toringandgovernance.<\/p><cite>Bo Li, Peng Qi, Bo Liu, Shuai Di, Jingen Liu, Jiquan Pei, Jinfeng Yi, &amp; Bowen Zhou. (2021).<br \/>Trustworthy AI: From Principles to Practices.(https:\/\/arxiv.org\/abs\/2110.01167)<br \/>\u30e9\u30a4\u30bb\u30f3\u30b9:Creative Commons \u2014 Attribution 4.0 International \u2014 CC BY 4.0<br \/>\u203b\u5f53\u8a72PDF\u304b\u3089pdfminer\u306b\u3088\u308b\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u3092\u5b9f\u65bd\u3001Blog\u3067\u8868\u793a\u3059\u308b\u305f\u3081\u6539\u884c\u3092\u8ffd\u52a0\u3002<\/cite><\/blockquote>\n\n\n\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u3092<a href=\"https:\/\/github.com\/s-taka\/fugumt\">FuguMT\u30e2\u30c7\u30eb<\/a>\u3067\u7ffb\u8a33\u3059\u308b\u3068\u4e0b\u8a18\u306e\u3088\u3046\u306b\u30a4\u30de\u30a4\u30c1\u306a\u8a33\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u4fe1\u983c\u306b\u5024\u3059\u308bAI\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u518d\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u8003\u5bdf\u3059\u308bweproposeasystematicapproach\u3001dataacquisitiontomodel Modeling\u3001Development and Deployment\u3001finallytocontinuousmonitoringandgovernance\u306b\u73fe\u5728\u306e\u30d5\u30e9\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u305fapproachestounify\u3002<\/p><cite>Bo Li, Peng Qi, Bo Liu, Shuai Di, Jingen Liu, Jiquan Pei, Jinfeng Yi, &amp; Bowen Zhou. (2021).<br \/>Trustworthy AI: From Principles to Practices.(https:\/\/arxiv.org\/abs\/2110.01167)<br \/>\u30e9\u30a4\u30bb\u30f3\u30b9:Creative Commons \u2014 Attribution 4.0 International \u2014 CC BY 4.0<br \/>\u203b\u5f53\u8a72PDF\u304b\u3089pdfminer\u306b\u3088\u308b\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u3092\u5b9f\u65bd\u3057\u6a5f\u68b0\u7ffb\u8a33\u3002<\/cite><\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u6982\u8981<\/h3>\n\n\n\n<p>\u901a\u5e38\u300c\u30b9\u30da\u30fc\u30b9\u304c\u524a\u9664\u3055\u308c\u308b\u73fe\u8c61\u3084OCR\u7279\u6709\u306e\u8a8d\u8b58\u9593\u9055\u3044\u300d\u3078\u306e\u5bfe\u7b56\u306f\u8a8d\u8b58\u3057\u305f\u6587\u7ae0\u306e\u4fee\u6b63\u3067\u3042\u308b\u3002\u305d\u306e\u4e0a\u3067\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3059\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u6210\u3092\u3068\u308b\u306e\u304c\u7b2c\u4e00\u611f\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u306a\u304c\u3089\u3001\u4eca\u56de\u306f\u305d\u308c\u3089\u3092end-to-end\u3067\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3059[3]\u3002\u30e2\u30c7\u30eb\u69cb\u7bc9\u624b\u9806\u306f\u4e0b\u8a18\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><a href=\"https:\/\/github.com\/s-taka\/fugumt\">FuguMT\u30e2\u30c7\u30eb<\/a>\u7528\u306b\u69cb\u7bc9\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u3002<\/li><li>\u4e0a\u8a18\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u76ee\u7684\u306b\u6cbf\u3063\u3066\u30c7\u30fc\u30bf\u62e1\u5f35\u3059\u308b\u3002<ul><li>\u30b9\u30da\u30fc\u30b9\u3092\u9664\u53bb\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u52a0\u3048\u308b\u3002<\/li><li><a href=\"https:\/\/github.com\/makcedward\/nlpaug\">nlpaug<\/a>\u3092\u7528\u3044\u3066OCR\u30a8\u30e9\u30fc\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u30c7\u30fc\u30bf\u3092\u52a0\u3048\u308b\u3002<\/li><\/ul><\/li><li>FuguMT\u30e2\u30c7\u30eb\u3068\u540c\u69d8\u306e\u624b\u9806\u3067\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/li><\/ol>\n\n\n\n<p>\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u306f\u524d\u8ff0\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u4e0b\u8a18\u306e\u3088\u3046\u306b\u7ffb\u8a33\u3059\u308b\u3002\u307e\u305a\u307e\u305a\u306e\u54c1\u8cea\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u4fe1\u983c\u3067\u304d\u308bAI\u306b\u5bfe\u3059\u308b\u73fe\u5728\u306e\u65ad\u7247\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u7d71\u4e00\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u304b\u3089\u30e2\u30c7\u30eb\u958b\u767a\u3001\u958b\u767a\u3068\u30c7\u30d7\u30ed\u30a4\u3001\u3055\u3089\u306b\u306f\u7d99\u7d9a\u7684\u306a\u76e3\u8996\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u307e\u3067\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u8003\u616e\u3057\u305f\u4f53\u7cfb\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u6848\u3059\u308b\u3002<\/p><cite>Bo Li, Peng Qi, Bo Liu, Shuai Di, Jingen Liu, Jiquan Pei, Jinfeng Yi, &amp; Bowen Zhou. (2021).<br \/>Trustworthy AI: From Principles to Practices.(https:\/\/arxiv.org\/abs\/2110.01167)<br \/>\u30e9\u30a4\u30bb\u30f3\u30b9:Creative Commons \u2014 Attribution 4.0 International \u2014 CC BY 4.0<br \/>\u203b\u5f53\u8a72PDF\u304b\u3089pdfminer\u306b\u3088\u308b\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u3092\u5b9f\u65bd\u3057\u6a5f\u68b0\u7ffb\u8a33\u3002<\/cite><\/blockquote>\n\n\n\n<p>\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u306f<a href=\"https:\/\/fugumt.com\/pdf_ocr_model.zip\">https:\/\/fugumt.com\/pdf_ocr_model.zip<\/a>\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u53ef\u80fd\u3002\u52a0\u3048\u3066Hugging face\u5bfe\u5fdc\u30d0\u30fc\u30b8\u30e7\u30f3\u3092<a href=\"https:\/\/huggingface.co\/staka\/fugumt-en-ja\">https:\/\/huggingface.co\/staka\/fugumt-en-ja<\/a>\u304b\u3089\u5229\u7528\u3067\u304d\u308b\u3002\u30e9\u30a4\u30bb\u30f3\u30b9\u306fCC BY-SA 4.0\u3001\u7814\u7a76\u7528\u76ee\u7684\u306e\u516c\u958b\u3067\u3042\u308b\u3002\u591a\u304f\u306eOSS\u540c\u69d8\u3001<strong>\u300c\u4f5c\u8005\u306f\u672c\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u3092\u4fdd\u8a3c\u3057\u306a\u3044\u3057\u3001\u672c\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u767a\u751f\u3057\u305f\u3042\u3089\u3086\u308b\u7d50\u679c\u306b\u3064\u3044\u3066\u4e00\u5207\u306e\u8cac\u4efb\u3092\u8ca0\u308f\u306a\u3044\u3002\u300d<\/strong>\u4e8b\u306b\u6ce8\u610f\u3057\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n<p>\u4e0b\u8a18\u306e\u3088\u3046\u306bHugging Face\u30d0\u30fc\u30b8\u30e7\u30f3\u306f3\u884c\u3067\u5229\u7528\u3067\u304d\u4fbf\u5229\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\">from transformers import pipeline\nfugu_translator = pipeline('translation', model='staka\/fugumt-en-ja')\nfugu_translator('This is a cat.')<\/pre>\n\n\n\n<p>\u610f\u5916\u306a\u3053\u3068\u306bOCR\u5bfe\u5fdc\u30e2\u30c7\u30eb\u306f\u30c7\u30fc\u30bf\u62e1\u5f35\u3092\u884c\u308f\u306a\u304b\u3063\u305f\u30e2\u30c7\u30eb\u3088\u308a\u3082BLEU\u304c\u9ad8\u304b\u3063\u305f\u3002\u82f1\u8a9e\u3068\u65e5\u672c\u8a9e\u306etokenize\u304c\u540c\u6761\u4ef6\uff08\u4e21\u65b9\u3068\u3082\u30b9\u30da\u30fc\u30b9\u304c\u7121\u3044\uff09\u3060\u3063\u305f\u304b\u3089\u6027\u80fd\u304c\u4e0a\u304c\u3063\u305f\u3068\u304b\u3060\u3063\u305f\u3089\u9762\u767d\u3044\u306a\u3068\u601d\u3044\u3064\u3064\u6642\u9593\u304c\u3042\u3063\u305f\u3089\u8a73\u7d30\u691c\u8a3c\u3092\u884c\u3046\u304b\u3082\u3057\u308c\u306a\u3044[4]\u3002<\/p>\n\n\n\n<p>\u306a\u304a\u3001\u65e5\u2192\u82f1\u7ffb\u8a33\u30e2\u30c7\u30eb\u3082\uff08OCR\u5bfe\u5fdc\u3067\u306f\u306a\u3044\u304c\uff09<a href=\"https:\/\/huggingface.co\/staka\/fugumt-ja-en\">https:\/\/huggingface.co\/staka\/fugumt-ja-en<\/a>\u3067\u516c\u958b\u3057\u3066\u3044\u308b\u3002\u3053\u3061\u3089\u3082\u5148\u307b\u3069\u540c\u69d83\u884c\u3067\u5229\u7528\u3067\u304d\u308b\u306e\u3067\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u8a66\u3057\u3066\u307f\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\">from transformers import pipeline\nfugu_translator = pipeline('translation', model='staka\/fugumt-ja-en')\nfugu_translator('\u732b\u306f\u304b\u308f\u3044\u3044\u3067\u3059\u3002')<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">VR\u5bfe\u5fdc\u8ad6\u6587\u7ffb\u8a33<\/h3>\n\n\n\n<p>FuguMT\u306ePDF\u7ffb\u8a33\u3092\u6539\u5584\u3059\u3079\u304f\u4e0b\u8a18\u306e\u30d5\u30ed\u30fc\u3067\u7ffb\u8a33\u3092\u884c\u3046\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3001VR\u5bfe\u5fdc\u3092\u884c\u3063\u305f[5]\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>PDF\u3092\u753b\u50cf\u306b\u5909\u63db\u3059\u308b\u3002<\/li><li><a href=\"https:\/\/github.com\/Layout-Parser\/layout-parser\">Layout Parser<\/a>\u3092\u7528\u3044\u3066\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u89e3\u6790\u3001<a href=\"https:\/\/github.com\/tesseract-ocr\/tesseract\">tesseract<\/a>\u3067OCR\u3092\u884c\u3046\u3002<\/li><li>\u524d\u8ff0\u306eFuguMT OCR\u5bfe\u5fdc\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u6a5f\u68b0\u7ffb\u8a33\u3059\u308b\u3002<\/li><li><a href=\"https:\/\/aframe.io\/\">A-Frame<\/a>\u3092\u7528\u3044\u3066VR\u30e2\u30fc\u30c9\u3067\u78ba\u8a8d\u53ef\u80fd\u3068\u3059\u308b\u3002<\/li><\/ol>\n\n\n\n<p>\u30c6\u30b9\u30c8\u306e\u305f\u3081CC-ZERO\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u305f<a href=\"https:\/\/arxiv.org\/abs\/2201.13309\">[2201.13309] Accelerating Laue Depth Reconstruction Algorithm with CUDA (arxiv.org)<\/a>\u3092\u5bfe\u8c61\u306b\u7ffb\u8a33\u2192VR\u5316\u3092\u884c\u3063\u305f\u3002\u5909\u63db\u5f8c\u306eHTML\u306f<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/tmp\/vr-demo_20220508.html\">https:\/\/fugumt.com\/fugumt\/paper\/tmp\/vr-demo_20220508.html<\/a>\u3067\u3042\u308b\u3002\u52d5\u4f5c\u78ba\u8a8d\u306fOculus Quest 2\u3067\u884c\u3063\u3066\u304a\u308a\u3001\u6b21\u306e\u52d5\u753b\u306e\u3088\u3046\u306b\u8ad6\u6587\u306e\u30c6\u30ad\u30b9\u30c8\u9818\u57df\u3092\u9078\u629e\u3059\u308b\u3068\u7ffb\u8a33\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u308b\u3002<br \/>\uff08\u30c6\u30ad\u30b9\u30c8\u9818\u57df\u4ee5\u5916\u3092\u9078\u629e\u3059\u308b\u3068\u624b\u5143\u306b\u9078\u629e\u3057\u305f\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u3002\u4e21\u624b\u306b\u8ad6\u6587\u306e\u30da\u30fc\u30b8\u3068\u7ffb\u8a33\u7d50\u679c\u3092\u6301\u3063\u3066\u898b\u6bd4\u3079\u308b\u3053\u3068\u304c\u53ef\u80fd\u3002\uff09<br \/>\u203b \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u4e00\u5f0f\u306f\u8fd1\u65e5\u516c\u958b\u4e88\u5b9a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-\u57cb\u3081\u8fbc\u307f\u30cf\u30f3\u30c9\u30e9\u30fc wp-block-embed-\u57cb\u3081\u8fbc\u307f\u30cf\u30f3\u30c9\u30e9\u30fc\"><div class=\"wp-block-embed__wrapper\">\n<div style=\"width: 640px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-612-1\" width=\"640\" height=\"360\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/fugumt.com\/fugumt\/paper\/tmp\/vr-demo_20220508.mp4?_=1\" \/><a href=\"https:\/\/fugumt.com\/fugumt\/paper\/tmp\/vr-demo_20220508.mp4\">https:\/\/fugumt.com\/fugumt\/paper\/tmp\/vr-demo_20220508.mp4<\/a><\/video><\/div>\n<\/div><figcaption>Oculus Quest2\u3067\u8868\u793a\u3057\u305f\u7d50\u679c<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u305d\u306e\u4ed6<\/h4>\n\n\n\n<p>GW\u3068\u3044\u3046\u3053\u3068\u3067\u8da3\u5473\u306e\u958b\u767a\u3092\u9032\u3081\u3066\u307f\u305f\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u3092\u81ea\u4f5c\u3057\u3066\u3044\u308b\u3068\u30e2\u30c7\u30eb\u30ec\u30d9\u30eb\u3067\u69d8\u3005\u306a\u5bfe\u5fdc\u304c\u53ef\u80fd\u3067\u3068\u3066\u3082\u826f\u3044\u3002\u52a0\u3048\u3066VR\u306e\u53ef\u80fd\u6027\u3092\u611f\u3058\u305f\u3002\u4fbf\u5229\u306a\u306e\u3067\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u516c\u958b\u3068\u3068\u3082\u306b\u5229\u7528\u3057\u3084\u3059\u3044\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u63d0\u4f9b\u3092\u691c\u8a0e\u4e2d\u3067\u3042\u308b[6]\u3002<\/p>\n\n\n\n<p>GW\u306b\u306f\u82f1\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3001\u30ed\u30b7\u30a2\u8a9e\u3001\u30a6\u30af\u30e9\u30a4\u30ca\u8a9e\u3092\u65e5\u672c\u8a9e\u306b\u5909\u66f4\u3059\u308b7+1\u304b\u56fd\u8a9e\u5bfe\u5fdc\u3057\u305fTakoMT [7]\uff08<a href=\"https:\/\/huggingface.co\/staka\/takomt\">https:\/\/huggingface.co\/staka\/takomt<\/a>\uff09\u306e\u958b\u767a\u3082\u9032\u3081\u3066\u3044\u305f\u3002\u4e00\u5fdc\u4f7f\u3048\u308b\u3088\u3046\u306b\u306f\u306a\u3063\u3066\u3044\u308b\u304c\u305f\u307e\u306b\u65e5\u672c\u8a9e\u8a33\u305b\u305a\u306b\u51fa\u529b\u3092\u8fd4\u3059\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u6539\u5584\u4e88\u5b9a[8]\u3002\u3053\u3061\u3089\u3082\u30e2\u30c7\u30eb\u69cb\u7bc9\u904e\u7a0b\u306a\u3069\u3092Blog\u306b\u6574\u7406\u3057\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u308b\uff08\u304c\u6642\u9593\u304c\u306a\u3044\u30fb\u30fb\u30fb\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u811a\u6ce8<\/h4>\n\n\n\n<p>[1] 1\u3092l\u3068\u9593\u9055\u3046\u306a\u3069\u3002<a href=\"https:\/\/github.com\/tesseract-ocr\/tesseract\">tesseract<\/a>\u306f\u3058\u3081Deep Learning\u3092\u6d3b\u7528\u3057\u305fOCR\u3060\u3068\u30a8\u30e9\u30fc\u767a\u751f\u306e\u96f0\u56f2\u6c17\u304c\u7570\u306a\u308b\u304c\u3001\u305d\u308c\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u3066\u3044\u306a\u3044\u3002<br \/>[2] \u30e1\u30b8\u30e3\u30fc\u306a\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u3067\u306f\u6b63\u3057\u304f\u7ffb\u8a33\u3067\u304d\u308b\u3002\u3055\u3059\u304c\u3067\u3042\u308b\u3002<br \/>[3] \u7121\u99c4\u3068\u601d\u308f\u308c\u308b\u3053\u3068\u3092\u3084\u3063\u3066\u307f\u308b\u306e\u306f\u8da3\u5473\u306e\u697d\u3057\u307f\u3002<br \/>[4] OCR\u306e\u8aa4\u8a8d\u8b58\u306b\u5bfe\u3059\u308b\u30c7\u30fc\u30bf\u62e1\u5f35\u304c\u826f\u304f\u6a5f\u80fd\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u306e\u65b9\u304c\u9ad8\u3044\u3068\u306f\u601d\u3046\u3002<br \/>[5] \u6b63\u76f4VR\u5bfe\u5fdc\u306f\u6d41\u884c\u308a\u306b\u5f93\u3063\u305f\u3060\u3051\uff08\u4e0a\u8a18\u540c\u69d8\uff09\u3002\u305f\u3060\u3001\u5927\u753b\u9762\u3067\u8ad6\u6587\u3092\u8aad\u3081\u308b\u306e\u306f\u610f\u5916\u3068\u4fbf\u5229\u3060\u3063\u305f\u3002<br \/>[6] \u30e1\u30fc\u30eb\u3067PDF\u3092\u9001\u308b\u3068\u7ffb\u8a33\u3057\u3066\u9001\u308a\u8fd4\u3057\u3066\u304f\u308b\u7684\u306a\u30b7\u30f3\u30d7\u30eb\u306a\u30b5\u30a4\u30c8\u3092\u4f5c\u308d\u3046\u304b\u3068\u601d\u3063\u3066\u3044\u308b\u3002\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306b\u9650\u308a\u304c\u3042\u308b\u306e\u3067\u3001\u3069\u306e\u3088\u3046\u306a\u30b5\u30fc\u30d3\u30b9\u306b\u3059\u308b\u304b\u8a73\u7d30\u3092\u691c\u8a0e\u4e2d\u3002<br \/>[7] \u305f\u3053\u306f\u8db3\u304c8\u672c\u3002<br \/>[8] \u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u4e0d\u8db3\u304b\u3089\u5bfe\u8a33\u30da\u30a2\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u7518\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u539f\u56e0\u3067\u3042\u308b\u3002\u904e\u53bb\u306e\u7d4c\u9a13\u304b\u3089\u3082\u6642\u9593\u3092\u304b\u3051\u3066\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308c\u3070\u6027\u80fd\u306f\u5927\u5e45\u306b\u6539\u5584\u3059\u308b\u306f\u305a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>NLP Hacks vol.2\u3067\u8a71\u3057\u305f\u5185\u5bb9\u3067\u3082\u3042\u308b\u304cPDF\u304b\u3089\u306e\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u3084OCR\u6642\u306e\u554f\u984c\u306b\u5bfe\u5fdc\u53ef\u80fd\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u6a5f\u68b0\u7ffb\u8a33\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u3002\u3053\u3053\u3067\u8a00\u3046\u554f\u984c\u306f\u5358\u8a9e\u5883\u754c\u5224\u5b9a\u3092\u9593\u9055\u3044\u30b9\u30da\u30fc\u30b9\u304c\u524a\u9664\u3055\u308c\u308b\u73fe\u8c61\u3084OCR\u7279\u6709\u306e\u8a8d\u8b58\u9593 &hellip; <a href=\"https:\/\/staka.jp\/wordpress\/?p=612\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;OCR\u7528\u7ffb\u8a33\u30e2\u30c7\u30eb\u3068VR\u5bfe\u5fdc\u8ad6\u6587\u7ffb\u8a33&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,11,13],"tags":[27,50,53],"class_list":["post-612","post","type-post","status-publish","format-standard","hentry","category-ai","category-11","category-13","tag-deeplearning","tag-neural-machine-translation","tag-ocr"],"_links":{"self":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/612","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=612"}],"version-history":[{"count":0,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/612\/revisions"}],"wp:attachment":[{"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=612"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=612"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staka.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=612"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}