International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 131 | Views: 295

M.Tech / M.E / PhD Thesis | Computer Science & Engineering | India | Volume 6 Issue 6, June 2017 | Popularity: 7 / 10


     

Scene Text Recognition Using Part-Based Tree Structured Models and Linguistic Knowledge

Namrata R. Purohit, Dr. Vinayak G. Kottawar


Abstract: Scene text recognition has nice interests from the computer vision society in recent years. In this paper, a unique scene text-recognition methodology is proposed, which is an integration of structure-guided character detection and linguistic knowledge. In this paper, a part-based tree structure is used to model each and every category of characters to detect and recognize characters at the same time. Since the character models make use of each the native appearance and global structure information, so the detection results are more reliable. For word recognition, combine the detection scores and language model into the posterior probability of character sequence from the Bayesian decision view. The final word-recognition result's obtained by increasing the character sequence posterior probability via Viterbi algorithm. Experimental results on a spread of difficult public datasets demonstrate that the projected methodology achieves progressive performance each for character detection and word recognition.


Keywords: Character recognition, cropped word recognition, part-based tree-structured models TSMs, posterior probability, scene text recognition


Edition: Volume 6 Issue 6, June 2017


Pages: 794 - 800



Make Sure to Disable the Pop-Up Blocker of Web Browser




Text copied to Clipboard!
Namrata R. Purohit, Dr. Vinayak G. Kottawar, "Scene Text Recognition Using Part-Based Tree Structured Models and Linguistic Knowledge", International Journal of Science and Research (IJSR), Volume 6 Issue 6, June 2017, pp. 794-800, https://www.ijsr.net/getabstract.php?paperid=ART20174230, DOI: https://www.doi.org/10.21275/ART20174230



Similar Articles

Downloads: 120

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1186 - 1190

Active Contour-Based Visual Tracking by Integrating Colors, Shapes, and Motions Using Level Sets

Suvarna D. Chendke, H. A. Hingoliwala

Share this Article

Downloads: 128

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 355 - 358

Improved Scene Text Recognition Using Fuzzy Based Method

Anju Maria Babu, Radhika K. T

Share this Article
Top