Views: 186 , Downloads: 105 | CTR: 56 % | Weekly Hits: ⮙4
Research Paper | Computer Science & Engineering | India | Volume 3 Issue 7, July 2014
HCR Using K-Means Clustering Algorithm
Meha Mathur, Anil Saroliya
Hindi is a national language of India, there are about 300 million people in India who speak Hindi and write Devnagari script. A problem of Hindi character recognition is addressed and I propose a recognition mechanism based on k- means clustering. The large dataset of Hindi characters and their similarity makes the problem as there is no separation between the characters of texts written in Hindi as there is in English. K-means provides a natural degree of font independence and this is to reduce the size of the training database. In this paper I propose an OCR for Hindi characters, using K-means clustering. The major steps which are followed by a general OCR are preprocessing, character segmentation, feature extraction, classification and recognition. The paper introduce propose a two masks one is for horizontal projection and other for vertical projection of gray scale image to detect & eliminate shirorekha of word to decompose into individual characters from the words.
Keywords: OCR, Hindi, Shrirorekha, Pre-processinig, Segmentation, Feature Vector, Feature Exraction, Classification, and Devnagari
Edition: Volume 3 Issue 7, July 2014
Pages: 938 - 943
How to Cite this Article?
Meha Mathur, Anil Saroliya, "HCR Using K-Means Clustering Algorithm", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=20141215, Volume 3 Issue 7, July 2014, 938 - 943
186 PDF Views | 105 PDF Downloads
Similar Articles with Keyword 'OCR'
Views: 140 , Downloads: 100 | CTR: 71 % | Weekly Hits: ⮙4 | Monthly Hits: ⮙14
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016
Pages: 2325 - 2329Word Representation for Biomedical Textmining based on NNGM with Image to Text Conversion
Jinsha V. S., Limna Das.P
Views: 186 , Downloads: 105 | CTR: 56 % | Weekly Hits: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 938 - 943HCR Using K-Means Clustering Algorithm
Meha Mathur, Anil Saroliya
Views: 148 , Downloads: 106 | CTR: 72 % | Weekly Hits: ⮙1
Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015
Pages: 1434 - 1436Method for Repossession of Content Based Video using Speech and Text Information
Manasi A. Kabade, U.A. Jogalekar
Views: 129 , Downloads: 106 | CTR: 82 % | Weekly Hits: ⮙3
Research Paper, Computer Science & Engineering, India, Volume 6 Issue 6, June 2017
Pages: 1669 - 1674Energy Efficient Routing in MANET Using a Centralized Scheduler
L. Rajesh Kumar Gupta, K. Siva Surya, M. Anuradha, S. Jothi
Views: 139 , Downloads: 107 | CTR: 77 % | Weekly Hits: ⮙5 | Monthly Hits: ⮙12
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1152 - 1154A Survey on Content based Video Retrieval Using Speech and Text information
Laxmikant S. Kate, M. M. Waghmare
Similar Articles with Keyword 'Hindi'
Views: 186 , Downloads: 105 | CTR: 56 % | Weekly Hits: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 938 - 943HCR Using K-Means Clustering Algorithm
Meha Mathur, Anil Saroliya
Views: 125 , Downloads: 105 | CTR: 84 % | Weekly Hits: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016
Pages: 1964 - 1967Improving Performance of Hindi-English based Cross Language Information Retrieval using Selective Documents Technique and Query Expansion
Aditi Agrawal, Dr. A. J. Agrawal
Views: 169 , Downloads: 106 | CTR: 63 % | Weekly Hits: ⮙5
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014
Pages: 1141 - 1146Offline Hindi Signature Recognition Using Surf Feature Extraction and Neural Networks Approach
Harpreet Kaur, Simarjeet Kaur
Views: 134 , Downloads: 116 | CTR: 87 % | Weekly Hits: ⮙3
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1229 - 1233A Classification of Handwritten Multilingual Documents
Raushan Kumar Singh, Akhilesh Pandey
Views: 131 , Downloads: 117 | CTR: 89 % | Weekly Hits: ⮙2
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 3, March 2014
Pages: 718 - 721Writer Adaptation for Handwriting Recognition in Hindi Language - A Survey
Nupur Gulalkari, Shreya Prabhu, Anjali Pachpute, Rekha Sugandhi, Kapil Mehrotra
Similar Articles with Keyword 'Segmentation'
Views: 65 , Downloads: 44 | CTR: 68 % | Weekly Hits: ⮙3
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021
Pages: 1682 - 1686Support Vector Machine Based MRI Brain Tumor Detection
Nazima Yousuf, Mrigana Walia
Views: 95 , Downloads: 62 | CTR: 65 % | Weekly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020
Pages: 1615 - 1620Traffic Sign Detection via Graph Based Ranking and Segmentation Algorithm
Premsai Cheedella
Views: 81 , Downloads: 63 | CTR: 78 % | Weekly Hits: ⮙2
Research Paper, Computer Science & Engineering, China, Volume 10 Issue 1, January 2021
Pages: 1165 - 1168A Capsule Robot Attitude Transformation Perception Method based on Intestinal Fold Features
Chengcheng Yan, Yanping Hu
Views: 140 , Downloads: 98 | CTR: 70 % | Weekly Hits: ⮙1
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015
Pages: 1624 - 1627Video Segmentation Using Global Motion Estimation and Compensation
Pallavi R. Wagh, Shubhangi Vaikole
Views: 143 , Downloads: 100 | CTR: 70 % | Weekly Hits: ⮙3
Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017
Pages: 2147 - 2150A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases
Roshni C.R, Dr. M. Safish Mary
Similar Articles with Keyword 'Feature Vector'
Views: 153 , Downloads: 103 | CTR: 67 % | Weekly Hits: ⮙12
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 2810 - 2813Palm Print Recognition System ? Review
Mohit Trehan, Nitin Bhagat
Views: 138 , Downloads: 104 | CTR: 75 % | Weekly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 7 Issue 9, September 2018
Pages: 1095 - 1102Implementation on Feature Selection for Image Segmentation
Aditi Tiwari, Rupali Bhartiya
Views: 186 , Downloads: 105 | CTR: 56 % | Weekly Hits: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 938 - 943HCR Using K-Means Clustering Algorithm
Meha Mathur, Anil Saroliya
Views: 125 , Downloads: 109 | CTR: 87 % | Weekly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014
Pages: 1373 - 1377Symbolic Representation of Speech for Text Independent Speaker Recognition
Akshay S, Apoorva P
Views: 129 , Downloads: 109 | CTR: 84 % | Weekly Hits: ⮙5
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014
Pages: 741 - 747Face and Expression Recognition Using Local Directional Number Pattern
Gopu Prasoona, Dasu Vaman Ravi Prasad
Similar Articles with Keyword 'Classification'
Views: 46 , Downloads: 30 | CTR: 65 % | Weekly Hits: ⮙6
Research Paper, Computer Science & Engineering, Syria, Volume 10 Issue 3, March 2021
Pages: 524 - 528Detection and Classification of Skin Cancer using Image Processing Techniques
Maha Shawish, Balsam Eid
Views: 38 , Downloads: 33 | CTR: 87 % | Weekly Hits: ⮙2
Student Project, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021
Pages: 1677 - 1680Detecting Pneumonia from X-Ray Images using Deep Learning
Deep Piyushkumar Patel
Views: 65 , Downloads: 44 | CTR: 68 % | Weekly Hits: ⮙3
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021
Pages: 1682 - 1686Support Vector Machine Based MRI Brain Tumor Detection
Nazima Yousuf, Mrigana Walia
Views: 95 , Downloads: 62 | CTR: 65 % | Weekly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020
Pages: 1615 - 1620Traffic Sign Detection via Graph Based Ranking and Segmentation Algorithm
Premsai Cheedella
Views: 134 , Downloads: 74 | CTR: 55 % | Weekly Hits: ⮙2
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1936 - 1938A Mining Method to Predict Patients DOSH
Ruchi Rathor, Pankaj Agarkar