Development of Scripts in India – a Study
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Cross-Language Framework for Word Recognition and Spotting of Indic Scripts
Cross-language Framework for Word Recognition and Spotting of Indic Scripts aAyan Kumar Bhunia, bPartha Pratim Roy*, aAkash Mohta, cUmapada Pal aDept. of ECE, Institute of Engineering & Management, Kolkata, India bDept. of CSE, Indian Institute of Technology Roorkee India cCVPR Unit, Indian Statistical Institute, Kolkata, India bemail: [email protected], TEL: +91-1332-284816 Abstract Handwritten word recognition and spotting of low-resource scripts are difficult as sufficient training data is not available and it is often expensive for collecting data of such scripts. This paper presents a novel cross language platform for handwritten word recognition and spotting for such low-resource scripts where training is performed with a sufficiently large dataset of an available script (considered as source script) and testing is done on other scripts (considered as target script). Training with one source script and testing with another script to have a reasonable result is not easy in handwriting domain due to the complex nature of handwriting variability among scripts. Also it is difficult in mapping between source and target characters when they appear in cursive word images. The proposed Indic cross language framework exploits a large resource of dataset for training and uses it for recognizing and spotting text of other target scripts where sufficient amount of training data is not available. Since, Indic scripts are mostly written in 3 zones, namely, upper, middle and lower, we employ zone-wise character (or component) mapping for efficient learning purpose. The performance of our cross- language framework depends on the extent of similarity between the source and target scripts. -
Grammatica Et Verba Glamor and Verve
“GippertOVprint” — 2014/4/24 — 22:14 — page 81 —#1 Grammatica et verba Glamor and verve Studies in South Asian, historical, and Indo-European linguistics in honor of Hans Henrich Hock on the occasion of his seventy-fifth birthday edited by Shu-Fen Chen and Benjamin Slade Beech Stave Press Ann Arbor New York • “GippertOVprint” — 2014/4/24 — 22:14 — page 82 —#2 © Beech Stave Press, Inc. All rights reserved. No part of this publication may be reproduced, translated, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording or otherwise, without prior written permission from the publisher. Typeset with LATEX using the Galliard typeface designed by Matthew Carter and Greek Old Face by Ralph Hancock. The typeface on the cover is Post Hock by Steve Peter. Library of Congress Cataloging-in-Publication Data Grammatica et verba : glamor and verve : studies in South Asian, historical, and Indo- European linguistics in honor of Hans Henrich Hock on the occasion of his seventy- fifth birthday / edited by Shu-Fen Chen and Benjamin Slade. pages cm Includes bibliographical references. ISBN ---- (alk. paper) . Indo-European languages. Lexicography. Historical linguistics. I. Hock, Hans Henrich, - honoree. II. Chen, Shu-Fen, editor of compilation. III. Slade, Ben- jamin, editor of compilation. –dc Printed in the United States of America “GippertOVprint” — 2014/4/24 — 22:14 — page 83 —#3 TableHHHHHH ofHHHHHHHHHHHHHHH ContentsHHHHHHHHHHHH Preface . vii Bibliography of Hans Henrich Hock . ix List of Contributors . xxi , Traces of Archaic Human Language Structure Anvita Abbi in the Great Andamanese Language. , A Study of Punctuation Errors in the Chinese Diamond Sutra Shu-Fen Chen Based on Sanskrit Texts . -
SC22/WG20 N896 L2/01-476 Universal Multiple-Octet Coded Character Set International Organization for Standardization Organisation Internationale De Normalisation
SC22/WG20 N896 L2/01-476 Universal multiple-octet coded character set International organization for standardization Organisation internationale de normalisation Title: Ordering rules for Khmer Source: Kent Karlsson Date: 2001-12-19 Status: Expert contribution Document type: Working group document Action: For consideration by the UTC and JTC 1/SC 22/WG 20 1 Introduction The Khmer script in Unicode/10646 uses conjoining characters, just like the Indic scripts and Hangul. An alternative that is suitable (and much more elegant) for Khmer, but not for Indic scripts, would have been to have combining- below (and sometimes a bit to the side) consonants and combining-below independent vowels, similar to the combining-above Latin letters recently encoded, as well as how Tibetan is handled. However that is not the chosen solution, which instead uses a combining character (COENG) that makes characters conjoin (glue) like it is done for Indic (Brahmic) scripts and like Hangul Jamo, though the latter does not have a separate gluer character. In the Khmer script, using the COENG based approach, the words are formed from orthographic syllables, where an orthographic syllable has the following structure [add ligation control?]: Khmer-syllable ::= (K H)* K M* where K is a Khmer consonant (most with an inherent vowel that is pronounced only if there is no consonant, independent vowel, or dependent vowel following it in the orthographic syllable) or a Khmer independent vowel, H is the invisible Khmer conjoint former COENG, M is a combining character (including COENG, though that would be a misspelling), in particular a combining Khmer vowel (noted A below) or modifier sign. -
Schwa Deletion: Investigating Improved Approach for Text-To-IPA System for Shiri Guru Granth Sahib
ISSN (Online) 2278-1021 ISSN (Print) 2319-5940 International Journal of Advanced Research in Computer and Communication Engineering Vol. 4, Issue 4, April 2015 Schwa Deletion: Investigating Improved Approach for Text-to-IPA System for Shiri Guru Granth Sahib Sandeep Kaur1, Dr. Amitoj Singh2 Pursuing M.E, CSE, Chitkara University, India 1 Associate Director, CSE, Chitkara University , India 2 Abstract: Punjabi (Omniglot) is an interesting language for more than one reasons. This is the only living Indo- Europen language which is a fully tonal language. Punjabi language is an abugida writing system, with each consonant having an inherent vowel, SCHWA sound. This sound is modifiable using vowel symbols attached to consonant bearing the vowel. Shri Guru Granth Sahib is a voluminous text of 1430 pages with 511,874 words, 1,720,345 characters, and 28,534 lines and contains hymns of 36 composers written in twenty-two languages in Gurmukhi script (Lal). In addition to text being in form of hymns and coming from so many composers belonging to different languages, what makes the language of Shri Guru Granth Sahib even more different from contemporary Punjabi. The task of developing an accurate Letter-to-Sound system is made difficult due to two further reasons: 1. Punjabi being the only tonal language 2. Historical and Cultural circumstance/period of writings in terms of historical and religious nature of text and use of words from multiple languages and non-native phonemes. The handling of schwa deletion is of great concern for development of accurate/ near perfect system, the presented work intend to report the state-of-the-art in terms of schwa deletion for Indian languages, in general and for Gurmukhi Punjabi, in particular. -
418338 1 En Bookbackmatter 205..225
Glossary Abhayamudra A style of keeping hands while sitting Abhidhama The Abhidhamma Pitaka is a detailed scholastic reworking of material appearing in the Suttas, according to schematic classifications. It does not contain systematic philosophical treatises, but summaries or enumerated lists. The other two collections are the Sutta Pitaka and the Vinaya Pitaka Abhog It is the fourth part of a composition. The last movement gradually goes back to the sthayi after completion of the paraphrasing and improvisation of the composition, which can cover even three octaves in the recital of a master performer Acharya A teacher or a tutor who is the symbol of wisdom Addhayoga One of seven kinds of lodgings where monks are allowed to live. Addhayoga is a building with a roof sloping on either one side or both. It is shaped like wings of the Garuda Agganna-sutta AggannaSutta is the 27th Sutta of the Digha Nikaya collection. The sutta describes a discourse imparted by the Buddha to two Brahmins, Bharadvaja, and Vasettha, who left their family and caste to become monks Ahankar Haughtiness, self-importance A-hlu-khan mandap Burmese term, a temporary pavilion to receive donation Akshamala A japa mala or mala (meaning garland) which is a string of prayer beads commonly used by Hindus, Buddhists, and some Sikhs for the spiritual practice known in Sanskrit as japa. It is usually made from 108 beads, though other numbers may also be used Amulets An ornament or small piece of jewellery thought to give protection against evil, danger, or disease. Clay tablets have also been used as amulets. -
Handwriting Recognition in Indian Regional Scripts: a Survey of Offline Techniques
1 Handwriting Recognition in Indian Regional Scripts: A Survey of Offline Techniques UMAPADA PAL, Indian Statistical Institute RAMACHANDRAN JAYADEVAN, Pune Institute of Computer Technology NABIN SHARMA, Indian Statistical Institute Offline handwriting recognition in Indian regional scripts is an interesting area of research as almost 460 million people in India use regional scripts. The nine major Indian regional scripts are Bangla (for Bengali and Assamese languages), Gujarati, Kannada, Malayalam, Oriya, Gurumukhi (for Punjabi lan- guage), Tamil, Telugu, and Nastaliq (for Urdu language). A state-of-the-art survey about the techniques available in the area of offline handwriting recognition (OHR) in Indian regional scripts will be of a great aid to the researchers in the subcontinent and hence a sincere attempt is made in this article to discuss the advancements reported in this regard during the last few decades. The survey is organized into different sections. A brief introduction is given initially about automatic recognition of handwriting and official re- gional scripts in India. The nine regional scripts are then categorized into four subgroups based on their similarity and evolution information. The first group contains Bangla, Oriya, Gujarati and Gurumukhi scripts. The second group contains Kannada and Telugu scripts and the third group contains Tamil and Malayalam scripts. The fourth group contains only Nastaliq script (Perso-Arabic script for Urdu), which is not an Indo-Aryan script. Various feature extraction and classification techniques associated with the offline handwriting recognition of the regional scripts are discussed in this survey. As it is important to identify the script before the recognition step, a section is dedicated to handwritten script identification techniques. -
ART XVI.—On the Identity of Xandrames and Krananda
447 ART XVI.—On the Identity of Xandrames and Krananda. By EDWARD THOMAS, ESQ. AT the meeting of the Royal Asiatic Society, on the 21st Nov., 1864,1 undertook the task of establishing the identity of the Xandrames of Diodorus Siculus and Quintus Curtius, the undesignated king of the Gangetic provinces of other Classic Authors—with the potentate whose name appears on a very extensive series of local mintages under the bilingual Bactrian and Indo-Pali form of Krananda. With the very open array of optional readings of the name afforded by the Greek, Latin, Arabic, or Persian tran- scriptions, I need scarcely enter upon any vindication for con- centrating the whole cifcle of misnomers in the doubly autho- ritative version the coins have perpetuated: my endeavours will be confined to sustaining the reasonable probability of the contemporaneous existence of Alexander the Great and the Indian Krananda; to exemplifying the singularly appro- priate geographical currency and abundance of the coins themselves; and lastly to recapitulating the curious evidences bearing upon Krananda's individuality, supplied by indi- genous annals, and their strange coincidence with the legends preserved by the conterminous Persian epic and prose writers, occasionally reproduced by Arab translators, who, however, eventually sought more accurate knowledge from purely Indian sources. In the course of this inquiry, I shall be in a position to show, that Krananda was the prominent representative of the regnant fraternity of the " nine Nandas," and his coins, in their symbolic devices, will demonstrate for us, what no written history, home or foreign, has as yet explicitly de- clared, that the Nandas were Buddhists. -
The Original Pronunciation of Sanskrit Devanàgará – Transliteration – IPA-Symbols
The Original Pronunciation of Sanskrit DevanÀgarÁ – Transliteration – IPA-Symbols $ a n$D À DØ i L Á LØ u X A Â XØ ? Ã `C C Å `CØ CØ Æ O C # e HØ #H ai DeØ, $DH o RØ $D( au DØe8 N{ k N R kh N+ J g J gh J+ Ç 1 F c WeÝ ' ch WeÝ+ M j GeÛ + jh GeÛ+ _ È × T Ê Þ 4 Êh Þ+ I Ë É ) Ëh É+ > É Ö W t W Z th W+ G{ d G [ dh G+ Q n Q S p S { ph S+ E b E bh E+ P m P \ y M U{ r `O l O Y v Y9 ] Ì Ý Í V s V K h Ù Drafted by Maciej Zieba and Ulrich Stiehl under the auspices of Manfred Mayrhofer. ! Ï [ Improvements by Jost Gippert, Madhav Deshpande, Sunder Hattangadi, John Smith and others. This chart is a compromise, since the original pronunciation of Sanskrit Î YDULRXV is not exactly known in every detail. – 06/09/2002/us. Notes: 1. $ seems to have been pronounced originally as [n] or as [], possibly never as [D]. Not even the pronunciation of this most often used letter $ is exactly known! 2. The original pronunciation of is not known. It occurs only in the verb dS(kÆp). 3. U{seems to have been pronounced as [`] or as [], and likewise the liquid seems to have been pronounced as syllabic [`C] (notation: [`]+ [ C]) or as syllabic [C]. 4. The pronunciation of the semi-vowel Y seems to have been either [Y] or [9]. -
Shahmukhi to Gurmukhi Transliteration System: a Corpus Based Approach
Shahmukhi to Gurmukhi Transliteration System: A Corpus based Approach Tejinder Singh Saini1 and Gurpreet Singh Lehal2 1 Advanced Centre for Technical Development of Punjabi Language, Literature & Culture, Punjabi University, Patiala 147 002, Punjab, India [email protected] http://www.advancedcentrepunjabi.org 2 Department of Computer Science, Punjabi University, Patiala 147 002, Punjab, India [email protected] Abstract. This research paper describes a corpus based transliteration system for Punjabi language. The existence of two scripts for Punjabi language has created a script barrier between the Punjabi literature written in India and in Pakistan. This research project has developed a new system for the first time of its kind for Shahmukhi script of Punjabi language. The proposed system for Shahmukhi to Gurmukhi transliteration has been implemented with various research techniques based on language corpus. The corpus analysis program has been run on both Shahmukhi and Gurmukhi corpora for generating statistical data for different types like character, word and n-gram frequencies. This statistical analysis is used in different phases of transliteration. Potentially, all members of the substantial Punjabi community will benefit vastly from this transliteration system. 1 Introduction One of the great challenges before Information Technology is to overcome language barriers dividing the mankind so that everyone can communicate with everyone else on the planet in real time. South Asia is one of those unique parts of the world where a single language is written in different scripts. This is the case, for example, with Punjabi language spoken by tens of millions of people but written in Indian East Punjab (20 million) in Gurmukhi script (a left to right script based on Devanagari) and in Pakistani West Punjab (80 million), written in Shahmukhi script (a right to left script based on Arabic), and by a growing number of Punjabis (2 million) in the EU and the US in the Roman script. -
Sanskrit Alphabet
Sounds Sanskrit Alphabet with sounds with other letters: eg's: Vowels: a* aa kaa short and long ◌ к I ii ◌ ◌ к kii u uu ◌ ◌ к kuu r also shows as a small backwards hook ri* rri* on top when it preceeds a letter (rpa) and a ◌ ◌ down/left bar when comes after (kra) lri lree ◌ ◌ к klri e ai ◌ ◌ к ke o au* ◌ ◌ к kau am: ah ◌ं ◌ः कः kah Consonants: к ka х kha ga gha na Ê ca cha ja jha* na ta tha Ú da dha na* ta tha Ú da dha na pa pha º ba bha ma Semivowels: ya ra la* va Sibilants: sa ш sa sa ha ksa** (**Compound Consonant. See next page) *Modern/ Hindi Versions a Other ऋ r ॠ rr La, Laa (retro) औ au aum (stylized) ◌ silences the vowel, eg: к kam झ jha Numero: ण na (retro) १ ५ ॰ la 1 2 3 4 5 6 7 8 9 0 @ Davidya.ca Page 1 Sounds Numero: 0 1 2 3 4 5 6 7 8 910 १॰ ॰ १ २ ३ ४ ६ ७ varient: ५ ८ (shoonya eka- dva- tri- catúr- pancha- sás- saptán- astá- návan- dásan- = empty) works like our Arabic numbers @ Davidya.ca Compound Consanants: When 2 or more consonants are together, they blend into a compound letter. The 12 most common: jna/ tra ttagya dya ddhya ksa kta kra hma hna hva examples: for a whole chart, see: http://www.omniglot.com/writing/devanagari_conjuncts.php that page includes a download link but note the site uses the modern form Page 2 Alphabet Devanagari Alphabet : к х Ê Ú Ú º ш @ Davidya.ca Page 3 Pronounce Vowels T pronounce Consonants pronounce Semivowels pronounce 1 a g Another 17 к ka v Kit 42 ya p Yoga 2 aa g fAther 18 х kha v blocKHead -
Catalogue of Marathi and Gujarati Printed Books in the Library of The
Digitized by the Internet Archive in 2007 with funding from Microsoft Corporation http://www.archive.org/details/catalogueofmaratOObrituoft : MhA/^.seor,. b^pK<*l OM«.^t«.lT?r>">-«-^ Boc.ic'i vAf. CATALOGUE OF MARATHI AND GUJARATI PRINTED BOOKS IN THE LIBRARY OF THE BRITISH MUSEUM. BY J. F. BLUMHARDT, TEACHBB OF BENBALI AT THE UNIVERSITY OP OXFORD, AND OF HINDUSTANI, HINDI AND BBNGACI rOR TH« IMPERIAL INSTITUTE, LONDON. PRINTED BY ORDER OF THE TRUSTEES OF THE BRITISH MUSEUM. •» SonKon B. QUARITCH, 15, Piccadilly, "W.; A. ASHER & CO.; KEGAN PAUL, TRENCH, TKUBNER & CO.; LONGMANS, GREEN & CO. 1892. /3 5^i- LONDON ! FEINTED BY GILBERT AND RIVINGTON, VD., ST. JOHN'S HOUSE, CLKBKENWEIL BOAD, E.C. This Catalogue has been compiled by Mr. J. F. Blumhardt, formerly of tbe Bengal Uncovenanted Civil Service, in continuation of the series of Catalogues of books in North Indian vernacular languages in the British Museum Library, upon which Mr. Blumhardt has now been engaged for several years. It is believed to be the first Library Catalogue ever made of Marathi and Gujarati books. The principles on which it has been drawn up are fully explained in the Preface. R. GARNETT, keeper of pbinted books. Beitish Museum, Feb. 24, 1892. PEEFACE. The present Catalogue has been prepared on the same plan as that adopted in the compiler's " Catalogue of Bengali Printed Books." The same principles of orthography have been adhered to, i.e. pure Sanskrit words (' tatsamas ') are spelt according to the system of transliteration generally adopted in the preparation of Oriental Catalogues for the Library of the British Museum, whilst forms of Sanskrit words, modified on Prakrit principles (' tadbhavas'), are expressed as they are written and pronounced, but still subject to a definite and uniform method of transliteration. -
Proposal for a Kannada Script Root Zone Label Generation Ruleset (LGR)
Proposal for a Kannada Script Root Zone Label Generation Ruleset (LGR) Proposal for a Kannada Script Root Zone Label Generation Ruleset (LGR) LGR Version: 3.0 Date: 2019-03-06 Document version: 2.6 Authors: Neo-Brahmi Generation Panel [NBGP] 1. General Information/ Overview/ Abstract The purpose of this document is to give an overview of the proposed Kannada LGR in the XML format and the rationale behind the design decisions taken. It includes a discussion of relevant features of the script, the communities or languages using it, the process and methodology used and information on the contributors. The formal specification of the LGR can be found in the accompanying XML document: proposal-kannada-lgr-06mar19-en.xml Labels for testing can be found in the accompanying text document: kannada-test-labels-06mar19-en.txt 2. Script for which the LGR is Proposed ISO 15924 Code: Knda ISO 15924 N°: 345 ISO 15924 English Name: Kannada Latin transliteration of the native script name: Native name of the script: ಕನ#ಡ Maximal Starting Repertoire (MSR) version: MSR-4 Some languages using the script and their ISO 639-3 codes: Kannada (kan), Tulu (tcy), Beary, Konkani (kok), Havyaka, Kodava (kfa) 1 Proposal for a Kannada Script Root Zone Label Generation Ruleset (LGR) 3. Background on Script and Principal Languages Using It 3.1 Kannada language Kannada is one of the scheduled languages of India. It is spoken predominantly by the people of Karnataka State of India. It is one of the major languages among the Dravidian languages. Kannada is also spoken by significant linguistic minorities in the states of Andhra Pradesh, Telangana, Tamil Nadu, Maharashtra, Kerala, Goa and abroad.