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A Texture Based Methodology for Text Region Extraction from Low Resolution Natural Scene Images
S A Angadi, M. M. Kodabagi
Pages - 229 - 245 | Revised - 30-10-2009 | Published - 30-11-2009
Published in International Journal of Image Processing (IJIP)
MORE INFORMATION
KEYWORDS
Text Region Extraction, Texture Features, Low Resolution Natural scene image
ABSTRACT
Automated systems for understanding display boards are finding many applications useful in guiding tourists, assisting visually challenged and also in providing location aware information. Such systems require an automated method to detect and extract text prior to further image analysis. In this paper, a methodology to detect and extract text regions from low resolution natural scene images is presented. The proposed work is texture based and uses DCT based high pass filter to remove constant background. The texture features are then obtained on every 50x50 block of the processed image and potential text blocks are identified using newly defined discriminant functions. Further, the detected text blocks are merged and refined to extract text regions. The proposed method is robust and achieves a detection rate of 96.6% on a variety of 100 low resolution natural scene images each of size 240x320.
1 | Noola, d. a., & kodabagi, m. an approach to extract line, word and character from scene text image. |
2 | Sawle, P. D., & Shelke, C. J. (2015). Text Extraction in Android Mobile Application using Character Descriptor. International Journal, 3(4). |
3 | Chavre, P. B., & Ghotkar, A. (2015). A Survey on Text Localization Method in Natural Scene Image. International Journal of Computer Applications, 112(13). |
4 | Angadi, S. A., & Kodabagi, M. M. (2014, January). A robust segmentation technique for line, word and character extraction from Kannada text in low resolution display board images. In Signal and Image Processing (ICSIP), 2014 Fifth International Conference on (pp. 42-49). IEEE. |
5 | Pathak, M., & Singh, S. (2014). Implications and emerging trends in digital image processing. International journal of computer science and information technologies, 5. |
6 | El Khattabi, Z., Tabii, Y., & Benkaddour, A. (2014). A New Morphology-based Method for Text Detection in Image and Video. International Journal of Computer Applications, 103(13). |
7 | Nair, V. V., & Thushana, Y. S. (2013). Texture features from Chaos Game Representation Images of Genomes. International Journal of Image Processing (IJIP), 7(2), 183. |
8 | Adak, C. (2013, August). Unsupervised text extraction from G-maps. In Human Computer Interactions (ICHCI), 2013 International Conference on (pp. 1-4). IEEE. |
9 | Zhang, H., Zhao, K., Song, Y. Z., & Guo, J. (2013). Text extraction from natural scene image: A survey. Neurocomputing, 122, 310-323. |
10 | Sumathi, C. P., Santhanam, T., & Devi, G. G. (2012). A survey on various approaches of text extraction in images. International Journal of Computer Science and Engineering Survey, 3(4), 27. |
11 | Ghomsheh, A. N., & Talebpour, A. (2012). A new method for indoor-outdoor image classification using color correlated temperature. Int. J. Image Process, 6(3), 167-181. |
12 | Sasirekha, D., & Chandra, E. (2012). Enhanced techniques for PDF image segmentation and text extraction. arXiv preprint arXiv:1210.0347. |
13 | Seeri, S. V., Giraddi, S., & Prashant, B. M. (2012, March). A novel approach for Kannada text extraction. In Pattern Recognition, Informatics and Medical Engineering (PRIME), 2012 International Conference on (pp. 444-448). IEEE. |
14 | Sethi, G. K., & Bawa, R. K. (2012, January). Text Information Extraction: In Context of Indian Languages. In Advanced Materials Research (Vol. 433, pp. 5012-5019). Trans Tech Publications. |
15 | Bhuvaneswari, s., & subashini, t. automatic Text Detection using Wavelet Transform and Connected Component Labelling. |
16 | Kaur, N. Modified Method of Document Text Extraction from Document Images Using Haar DWT. |
17 | Zhang, T. Z., & Zhao, Y. M. (2011). Scene Text Extraction Method Based on Clustering and MRF Model [J]. Computer Engineering, 21, 062. |
18 | Chapter days is, & Zhao Yuming. (2011). Scene Text Extraction Extraction model based clustering scenarios text and MRF models. Computer Engineering, 37 (21). |
19 | Belkouch, S., El Aakif, M., Ouahman, A. A., & Hassani, M. M. (2010, October). Improved implementation of a modified discrete cosine transform on low-cost FPGA. In 2010 5th International Symposium On I/V Communications and Mobile Network. |
20 | Kathavarayan, R. S., & Karuppasamy, M. (2010). Preserving Global and Local Features for Robust Face Recognition under Various Noisy Environments. International Journal of Image Processing (IJIP), 3(6), 328. |
A. K. Jain, and K. Karu. “Learning Texture Discrimination Masks”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 18(2):195-205, 1996. | |
Abowd Gregory D. Christopher G. Atkeson, Jason Hong, Sue Long, Rob Kooper, and Mike Pinkerton, “CyberGuide: Amobile context-aware tour guide”, Wireless Networks, 3(5):421-433, 1997. | |
Amjad Rehman Khan and Zulkifli Mohammad. ”A Simple Segmentation Approach for Unconstrained Cursive Handwritten Words in Conjunction with the Neural Network”, International Journal of Image Processing, 2(3):29-35, May/June 2008. | |
Amjad Rehman Khan and Zulkifli Mohammad. ”Text Localization in Low Resolution Camera”, International Journal of Image Processing, 1(2):78-86, 2007. | |
B. Sin, S. Kim, and B. Cho. “Locating Characters in Scene Images using Frequency Features”, In proceedings of International Conference on Pattern Recognition, Vol.3:489-492, 2002. | |
Ceiline Thillou, Silvio Frreira and Bernard Gosselin. “An embedded application for degraded text recognition”, EURASIP Journal on applied signal processing, 1(1):2127-2135, 2005. | |
Chitrakala Gopalan and Manjula. “Text Region Segmentation from Heterogeneous Images”, International Journal of Computer Science and Network Security, 8(10):108-113, October 2008. | |
Eve Bertucci, Maurizio Pilu and Majid Mirmehdi. "Text Selection by Structured Light Marking for Hand-held Cameras" Seventh International Conference on Document Analysis and Recognition (ICDAR'03), pp.555-559, August 2003. | |
Fan X. Xie X. Li Z. Li M. and Ma. “Photo-to-search: using multimodal queries to search web from mobile phones”, In proceedings of 7th ACM SIGMM international workshop on multimedia information retrieval, 2005. | |
H. Hase, T. Shinokawa, M. Yoneda, and C. Y. Suen. “Character String Extraction from Color Documents”, Pattern Recognition, 34(7):1349-1365, 2001. | |
H. Li and D. Doermann. “A Video Text Detection System based on Automated Training”, In Proceedings of IEEE International Conference on Pattern Recognition, pp.223-226, 2000. | |
H. Li. D. Doerman and O. Kia. “Automatic Text Detection and Tracking in Digital Video”, IEEE Transactions on Image Processing, 9(1):147-156, January 2000. | |
I. Haritaoglu. “Scene Text Extraction and Translation for Handheld Devices”, In Proceedings IEEE Conference on Computer Vision and Pattern Recognition, Vol.2:408-413, 2001. | |
K. Jung, K. Kim, T. Kurata, M. Kourogi, and J. Han. “Text Scanner with Text Detection Technology on Image Sequence”, In Proceedings of International Conference on Pattern Recognition, Vol.3:473-476, 2002. | |
K. Jung. “Neural network-based Text Location in Color Images”, Pattern Recognition Letters, 22(14):1503-1515, December 2001. | |
Lim Joo Hwee, Jean Pierre Chevallet and Sihem Nouarah Merah, “SnapToTell: Ubiquitous information access from camera”, Mobile human computer interaction with mobile devices and services, Glasgow, Scotland, 2005. | |
Mohammad Osiur Rahman, Fouzia Asharf Mousumi, Edgar Scavino, Aini Hussain, and Hassan Basri. ”Real Time Road Sign Recognition System Using Artificial Neural Networks for Bengali Textual Information Box”, European Journal of Scientific Research, 25(3):478-487, 2009. | |
Natalia Marmasse and Chris Schamandt. “Location aware information delivery with comMotion”, In Proceedings of Conference on Human Factors in Computing Systems, pp.157-171, 2000. | |
Nobuo Ezaki, Marius Bulacu and Lambert Schomaker. “Text Detection from Natural Scene Images: Towards a System for Visually Impaired Persons”, In Proceedings of 17th International Conference on Pattern Recognition (ICPR’04), IEEE Computer Society vol.2:683-686, 2004. | |
R.M. Haralick, K. Shanmugam and I. Dinstein. “Textural Features for Image Classification”, IEEE Transactions Systems, Man, and Cyber-netics, 3(6):610-621, 1973. | |
Rajiv K. Sharma and Amardeep Singh. “Segmentation of Handwritten Text in Gurmukhi Script”, International Journal of Image Processing, 2(3):13-17, May/June 2008. | |
Rui Wu, Jianhua Huang, Xianglong Tang and Jiafeng Liu. ” A Text Image Segmentation Method Based on Spectral Clustering”, IEEE Sixth Indian Conference on Computer Vision, Graphics & Image Processing, 1(4): 9-15, 2008. | |
S. H. Park, K. I. Kim, K. Jung, and H. J. Kim. “Locating Car License Plates using Neural Networks”, IEE Electronics Letters, 35(17):1475-1477, 1999. | |
Tollmar K. Yeh T. and Darrell T. “IDeixis - Image-Based Deixis for Finding Location-Tollmar K. Yeh T. and Darrell T. “IDeixis - Image-Based Deixis for Finding Location-Tollmar K. Yeh T. and Darrell T. “IDeixis - Image-Based Deixis for Finding Location-Based Information”, In Proceedings of Conference on Human Factors in Computing Systems (CHI’04), pp.781-782, 2004. | |
Tom yeh, Kristen Grauman, and K. Tollmar. “A picture is worth a thousand keywords: image-based object search on a mobile platform”, In Proceedings of Conference on Human Factors in Computing Systems, pp.2025-2028, 2005. | |
V. Wu, R. Manmatha, and E. M. Riseman. “TextFinder: An Automatic System to Detect and Recognize Text in Images”, IEEE Transactions on Pattern Analysis and Machine Intelligence, 21(11):1224-1229, 1999. | |
V. Wu, R. Manmatha, and E. R. Riseman. “Finding Text in Images”, In Proceedings of ACM International Conference on Digital Libraries, pp. 1-10, 1997. | |
W. Mao, F. Chung, K. Lanm, and W. Siu. “Hybrid Chinese/English Text Detection in Images and Video Frames”, In Proceedings of International Conference on Pattern Recognition, Vol.3:1015-1018, 2002. | |
W. Y. Liu, and D. Dori. “A Proposed Scheme for Performance Evaluation of Graphics/Text Separation Algorithm”, Graphics Recognition – Algorithms and Systems, K. Tombre and A. Chhabra (eds.), Lecture Notes in Computer Science, Vol.1389:359-371, 1998. | |
Y. Watanabe, Y. Okada, Y. B. Kim and T. Takeda. ”Translation Camera”, In Proceedings of International Conference on Pattern Recognition, Vol.1: 613-617, 1998. | |
Yu Zhong, Hongjiang Zhang, and Anil. K. Jain. “Automatic caption localization in compressed video”, IEEE transactions on Pattern Analysis and Machine Intelligence, 22(4):385-389, April 2000. | |
Yu Zhong, Kalle Karu, and Anil. K. Jain. “Locating Text in Complex Color Images”, Pattern Recognition, 28(10):1523-1535, 1995. | |
Dr. S A Angadi
Basaveshwar Engineering College - India
vinay_angadi@yahoo.com
Mr. M. M. Kodabagi
Basaveshwar Engineering College - India
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