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	<title>OCR in Indian languages - Revision history</title>
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	<updated>2026-11-08T18:22:03Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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		<title>imported&gt;HAUDesiree: added references</title>
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		<updated>2022-02-05T09:48:04Z</updated>

		<summary type="html">&lt;p&gt;added references&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 15:18, 5 February 2022&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot;&gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;[[&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Optical character recognition]] (also known as OCR) is the process of converting an [[image]] into [[E-text|text]]. [[Optical character recognition|&lt;/del&gt;OCR]] &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;for Latin characters is still not 100% accurate but a relatively high degree of accuracy in conversion has been able to be achieved. Such accuracy has not yet been able to be achieved for Indo-Aryan languages using OCR. This is due in part to the writing systems of Indo-Aryan languages as well as a lack of standard representation, encoding, and support among operating systems and keyboards. &lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;#REDIRECT &lt;/ins&gt;[[&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Indic &lt;/ins&gt;OCR]]&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The [[Centre for Development of Advanced Computing]] (C-DAC) and [[Technology Development for Indian Languages]], the premier R&amp;amp;D organisation of the [[Ministry of Electronics and Information Technology]] (also known as MeitY) of [[India]] have carried out many projects relating to OCR. Their projects include OCR for [[Malayalam]], [[Odia language|Odia]], [[Punjabi language|Punjabi]], [[Telugu language|Telugu]] and [[Devanagari]] [[Writing system|script]].&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;{{&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Redirect category shell&lt;/ins&gt;|&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;{{&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;R &lt;/ins&gt;from &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;move&lt;/ins&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;==Properties of Indo-Aryan writing systems==&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;There are 22 [[Languages with official status in India|officially recognised languages]] in India. Of these, [[Hindi]], [[Bengali language|Bengali]] and [[Punjabi language|Punjabi]] are the most widely spoken Indo-Aryan languages and are also the fourth, seventh and tenth most widely spoken languages in the world respectively.&amp;lt;ref&amp;gt;&lt;/del&gt;{{&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Cite news&lt;/del&gt;|&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;url=https://www.babbel.com/en/magazine/the-10-most-spoken-languages-in-the-world|title=The 10 Most Spoken Languages In The World|last=GmbH|first=Lesson Nine|work=The Babbel Magazine|access-date=2018-03-20|language=en}}&amp;lt;/ref&amp;gt; Two or more languages can be written with same script. For example, [[Devanagari]] is used to write [[Hindi]], [[Marathi language|Marathi]], [[Rajasthani language|Rajasthani]], [[Sanskrit]], Bhojpuri and others, while [[Bengali alphabet|Bengali Script]] is used to write , [[Meitei language|Manipuri]] and others. &lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Apart from basic characters as [[Consonant|consonants]] and [[Vowel|vowels]], most Indic languages combine 2 or more basic characters to form compound characters. The shape of a compound character is more complex than the constituent basic characters. Some Indo-Aryan languages (including Hindi and Punjabi) have a horizontal line over the characters, while other languages (including [[Gujarati language|Gujarati]]) and Dravidian languages ([[Malayalam language|Malayalam]], [[Kannada language|Kannada]], [[Tamil language|Tamil]], and [[Telugu language|Telugu]]) do not. These are some of the main challenges for creating a single OCR for all Indo-Aryan languages.&amp;lt;ref&amp;gt;&lt;/del&gt;{{&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Cite journal|date=2004-09-01|title=Indian script character recognition: a survey|journal=Pattern Recognition|language=en|volume=37|issue=9|pages=1887–1899|doi=10.1016/j.patcog.2004.02.003|issn=0031-3203|last1=Pal|first1=U.|last2=Chaudhuri|first2=B.B.}}&amp;lt;/ref&amp;gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;The concept of [[Letter case|upper/lower case]] is absent in Indo-Aryan languages. Apart from [[Urdu]], Indo-Aryan languages are written from left to right.&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;==Examples==&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;# [[SanskritOCR]] - OCR software for Sanskrit, Hindi and other Indo-Aryan languages based on the Devanagari script.&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;# [[E-aksharayan]] - Optical character recognition engine for Indo-Aryan languages&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;# [[Chitrankan]] - This technology was developed by [[Indian Statistical Institute|ISI]], Kolkata, and transferred to [[C-DAC]]. It processes printed [[Hindi]] text from a [[Image scanner|scanner]] or &lt;/del&gt;from &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;an [[image]].&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;==OCR in use==&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;OCR has been used for [[Wikisource]] and other projects.&amp;lt;ref&amp;gt;{{Cite news|last=Prabhu|first=S.|date=2020-06-04|title=Pazhur Patasala — a revival story|language=en-IN|work=The Hindu|url=https://www.thehindu.com/society/history-and-culture/pazhur-patasala-a-revival-story/article31748137.ece|access-date=2021-09-01|issn=0971-751X|quote=An OCR (Optical Character Recognition) for Sanskrit has created an offline corpus that includes over 3,000 books. }}&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;{{Cite web|agency=Hans News Service|date=2019-03-20|title=Digitisation going on at brisk pace: Vice-Chancellor Prof V Muralidhara Sharma|url=https://www.thehansindia.com/news/cities/tirupathi/digitisation-going-on-at-brisk-pace-vice-chancellor-prof-v-muralidhara-sharma-513769|access-date=2021-09-01|website=www.thehansindia.com|language=en}}&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;{{Cite web|last=Dikshit|first=Ashish|date=2016-10-27|title=Who Says Sanskrit Is Dead? It&#039;s Rocking the Wiki World|url=https://www.thequint.com/news/india/who-says-sanskrit-is-dead-its-rocking-the-wiki-world-wikipedia-wikisource-sanskrit-bharati-shubha|access-date=2021-09-01|website=TheQuint|language=en&lt;/del&gt;}}&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&amp;lt;/ref&amp;gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;==References==&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&amp;lt;references /&amp;gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;* {{Cite web|url=https://www.cdac.in/index.aspx?id=mlingual_heritage|title=Multilingual Computing &amp;amp; Heritage Computing|website=www.cdac.in|language=en-US|access-date=2017-02-12}}&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;* {{Cite news|url=https://www.entrepreneur.com/article/274217|title=The Magic of OCR &amp;amp; Augmented Reality Translates text in Indian Languages, Real Time – Without Internet|last=Singh|first=Rustam|date=2016-04-16|newspaper=Entrepreneur|access-date=2017-02-12|language=en}}&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;* {{Cite web|url=http://www.tdil-dc.in/index.php?lang=en|title=Indian Language Technology Proliferation and Deployment Centre - Home|website=www.tdil-dc.in|language=en-gb|access-date=2017-02-12}}&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;*{{Cite journal|date=2004-09-01|title=Indian script character recognition: a survey|journal=Pattern Recognition|language=en|volume=37|issue=9|pages=1887–1899|doi=10.1016/j.patcog.2004.02.003|issn=0031-3203|last1=Pal|first1=U.|last2=Chaudhuri|first2=B.B.}}&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;==External links==&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;* {{Cite web|url=http://www.indsenz.com/int/index.php?content=software_ind_ocr_sanskrit|title=SanskritOCR - Optical Text Recognition for Sanskrit Documents}}&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;* {{Cite web|url=https://cdac.in/index.aspx?id=mlc_gist_chitra|title=C-DAC: GIST - Products - Chitrankan|website=cdac.in|language=en-US|access-date=2017-02-12}}&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:Optical character recognition]]&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;[[Category:Indic computing]]&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt; &lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;{{software-stub&lt;/del&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-added&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>imported&gt;HAUDesiree</name></author>
	</entry>
	<entry>
		<id>https://en.bharatpedia.org/w/index.php?title=OCR_in_Indian_languages&amp;diff=243379&amp;oldid=prev</id>
		<title>-&gt;Eastmain: /* OCR in use */ examples of OCR being used on Indian languages</title>
		<link rel="alternate" type="text/html" href="https://en.bharatpedia.org/w/index.php?title=OCR_in_Indian_languages&amp;diff=243379&amp;oldid=prev"/>
		<updated>2021-09-01T15:55:31Z</updated>

		<summary type="html">&lt;p&gt;&lt;span class=&quot;autocomment&quot;&gt;OCR in use: &lt;/span&gt; examples of OCR being used on Indian languages&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;[[Optical character recognition]] (also known as OCR) is the process of converting an [[image]] into [[E-text|text]]. [[Optical character recognition|OCR]] for Latin characters is still not 100% accurate but a relatively high degree of accuracy in conversion has been able to be achieved. Such accuracy has not yet been able to be achieved for Indo-Aryan languages using OCR. This is due in part to the writing systems of Indo-Aryan languages as well as a lack of standard representation, encoding, and support among operating systems and keyboards. &lt;br /&gt;
&lt;br /&gt;
The [[Centre for Development of Advanced Computing]] (C-DAC) and [[Technology Development for Indian Languages]], the premier R&amp;amp;D organisation of the [[Ministry of Electronics and Information Technology]] (also known as MeitY) of [[India]] have carried out many projects relating to OCR. Their projects include OCR for [[Malayalam]], [[Odia language|Odia]], [[Punjabi language|Punjabi]], [[Telugu language|Telugu]] and [[Devanagari]] [[Writing system|script]].&lt;br /&gt;
&lt;br /&gt;
==Properties of Indo-Aryan writing systems==&lt;br /&gt;
There are 22 [[Languages with official status in India|officially recognised languages]] in India. Of these, [[Hindi]], [[Bengali language|Bengali]] and [[Punjabi language|Punjabi]] are the most widely spoken Indo-Aryan languages and are also the fourth, seventh and tenth most widely spoken languages in the world respectively.&amp;lt;ref&amp;gt;{{Cite news|url=https://www.babbel.com/en/magazine/the-10-most-spoken-languages-in-the-world|title=The 10 Most Spoken Languages In The World|last=GmbH|first=Lesson Nine|work=The Babbel Magazine|access-date=2018-03-20|language=en}}&amp;lt;/ref&amp;gt; Two or more languages can be written with same script. For example, [[Devanagari]] is used to write [[Hindi]], [[Marathi language|Marathi]], [[Rajasthani language|Rajasthani]], [[Sanskrit]], Bhojpuri and others, while [[Bengali alphabet|Bengali Script]] is used to write , [[Meitei language|Manipuri]] and others. &lt;br /&gt;
&lt;br /&gt;
Apart from basic characters as [[Consonant|consonants]] and [[Vowel|vowels]], most Indic languages combine 2 or more basic characters to form compound characters. The shape of a compound character is more complex than the constituent basic characters. Some Indo-Aryan languages (including Hindi and Punjabi) have a horizontal line over the characters, while other languages (including [[Gujarati language|Gujarati]]) and Dravidian languages ([[Malayalam language|Malayalam]], [[Kannada language|Kannada]], [[Tamil language|Tamil]], and [[Telugu language|Telugu]]) do not. These are some of the main challenges for creating a single OCR for all Indo-Aryan languages.&amp;lt;ref&amp;gt;{{Cite journal|date=2004-09-01|title=Indian script character recognition: a survey|journal=Pattern Recognition|language=en|volume=37|issue=9|pages=1887–1899|doi=10.1016/j.patcog.2004.02.003|issn=0031-3203|last1=Pal|first1=U.|last2=Chaudhuri|first2=B.B.}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The concept of [[Letter case|upper/lower case]] is absent in Indo-Aryan languages. Apart from [[Urdu]], Indo-Aryan languages are written from left to right.&lt;br /&gt;
&lt;br /&gt;
==Examples==&lt;br /&gt;
# [[SanskritOCR]] - OCR software for Sanskrit, Hindi and other Indo-Aryan languages based on the Devanagari script.&lt;br /&gt;
# [[E-aksharayan]] - Optical character recognition engine for Indo-Aryan languages&lt;br /&gt;
# [[Chitrankan]] - This technology was developed by [[Indian Statistical Institute|ISI]], Kolkata, and transferred to [[C-DAC]]. It processes printed [[Hindi]] text from a [[Image scanner|scanner]] or from an [[image]].&lt;br /&gt;
&lt;br /&gt;
==OCR in use==&lt;br /&gt;
OCR has been used for [[Wikisource]] and other projects.&amp;lt;ref&amp;gt;{{Cite news|last=Prabhu|first=S.|date=2020-06-04|title=Pazhur Patasala — a revival story|language=en-IN|work=The Hindu|url=https://www.thehindu.com/society/history-and-culture/pazhur-patasala-a-revival-story/article31748137.ece|access-date=2021-09-01|issn=0971-751X|quote=An OCR (Optical Character Recognition) for Sanskrit has created an offline corpus that includes over 3,000 books. }}&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;{{Cite web|agency=Hans News Service|date=2019-03-20|title=Digitisation going on at brisk pace: Vice-Chancellor Prof V Muralidhara Sharma|url=https://www.thehansindia.com/news/cities/tirupathi/digitisation-going-on-at-brisk-pace-vice-chancellor-prof-v-muralidhara-sharma-513769|access-date=2021-09-01|website=www.thehansindia.com|language=en}}&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;{{Cite web|last=Dikshit|first=Ashish|date=2016-10-27|title=Who Says Sanskrit Is Dead? It&amp;#039;s Rocking the Wiki World|url=https://www.thequint.com/news/india/who-says-sanskrit-is-dead-its-rocking-the-wiki-world-wikipedia-wikisource-sanskrit-bharati-shubha|access-date=2021-09-01|website=TheQuint|language=en}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
&amp;lt;references /&amp;gt;&lt;br /&gt;
* {{Cite web|url=https://www.cdac.in/index.aspx?id=mlingual_heritage|title=Multilingual Computing &amp;amp; Heritage Computing|website=www.cdac.in|language=en-US|access-date=2017-02-12}}&lt;br /&gt;
* {{Cite news|url=https://www.entrepreneur.com/article/274217|title=The Magic of OCR &amp;amp; Augmented Reality Translates text in Indian Languages, Real Time – Without Internet|last=Singh|first=Rustam|date=2016-04-16|newspaper=Entrepreneur|access-date=2017-02-12|language=en}}&lt;br /&gt;
* {{Cite web|url=http://www.tdil-dc.in/index.php?lang=en|title=Indian Language Technology Proliferation and Deployment Centre - Home|website=www.tdil-dc.in|language=en-gb|access-date=2017-02-12}}&lt;br /&gt;
*{{Cite journal|date=2004-09-01|title=Indian script character recognition: a survey|journal=Pattern Recognition|language=en|volume=37|issue=9|pages=1887–1899|doi=10.1016/j.patcog.2004.02.003|issn=0031-3203|last1=Pal|first1=U.|last2=Chaudhuri|first2=B.B.}}&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
* {{Cite web|url=http://www.indsenz.com/int/index.php?content=software_ind_ocr_sanskrit|title=SanskritOCR - Optical Text Recognition for Sanskrit Documents}}&lt;br /&gt;
* {{Cite web|url=https://cdac.in/index.aspx?id=mlc_gist_chitra|title=C-DAC: GIST - Products - Chitrankan|website=cdac.in|language=en-US|access-date=2017-02-12}}&lt;br /&gt;
&lt;br /&gt;
[[Category:Optical character recognition]]&lt;br /&gt;
[[Category:Indic computing]]&lt;br /&gt;
&lt;br /&gt;
{{software-stub}}&lt;/div&gt;</summary>
		<author><name>-&gt;Eastmain</name></author>
	</entry>
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