Text detection and recognition in natural scenes and consumer videos

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2014, Pages 1245-1249

  Jain, Arpit ^a   Peng, Xujun ^a   Zhuang, Xiaodan ^a   Natarajan, Pradeep ^a   Cao, Huaigu ^a  

^a BBN TECHNOLOGIES   (United States)

Author keywords

consumer video; event detection; Partial Least Squares; text detection and recognition

Indexed keywords

HIDDEN MARKOV MODELS; LEAST SQUARES APPROXIMATIONS; OPTICAL CHARACTER RECOGNITION; SIGNAL PROCESSING;

CONSUMER VIDEOS; EVENT DETECTION; HISTOGRAM OF ORIENTED GRADIENTS; MAXIMALLY STABLE EXTREMAL REGIONS; MULTIMEDIA EVENT DETECTIONS; OPTICAL CHARACTER RECOGNITION (OCR); PARTIAL LEAST SQUARE (PLS); TEXT DETECTION;

IMAGE RETRIEVAL;

EID: 84905215861     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2014.6853796     Document Type: Conference Paper

References (21)

1. Ray Smith, "An overview of the tesseract ocr engine," in Proc. Ninth Int. Conference on Document Analysis and Recognition (ICDAR), 2007.
2. ABBYY (2013), "Abbyy mobile products. available: http://www.abbyy.com/mobile/accessed," 2013.
3. Milyaev S, Barinova O, Novikova T, Lempitsky V, and Kohli P, "Image binarization for end-to-end text understanding in natural images," in International Conference on Document Analysis and Recognition (ICDAR), 2013.
4. Keechul Jung, Kwang In Kim, and Anil K. Jain, "Text information extraction in images and video: A survey," Pattern Recognition, vol. 37, no. 5, pp. 977-997, 2004.
5. Serge Belongie Kai Wang, Boris Babenko, "End-to-end scene text recognition," in International Conference on Computer Vision, 2011.
6. Jung-Jin Lee, Pyong-Hean Lee, Seong-Whan Lee, Alan Yuille, and Christof Koch, "Adaboost for text detection in natural scene," in International Conference on Document Analysis and Recognition (ICDAR), 2011.
7. Chucai Yi and Yingli Tian, "Text detection in natural scene images by stroke gabor words," in International Conference on Document Analysis and Recognition (ICDAR), 2011.
8. Boris Epshtein, Eyal Ofek, and Yonatan Wexler, "Detecting text in natural scenes with stroke width transform," in IEEE Conference on Computer Vision and Pattern Recognition, 2011.
9. Xujun Peng, Huaigu Cao, Rohit Prasad, and Premkumar Natarajan, "Text extraction from video using conditional random fields," in International Conference on Document Analysis and Recognition (ICDAR), 2011.
10. Maximally Stable Extremal, J. Matas, O. Chum, M. Urban, and T. Pajdla, "Robust wide baseline stereo from," in In British Machine Vision Conference, 2002, pp. 384-393.
11. L. Neumann and J. Matas, "Real-time scene text localization and recognition," 2012 IEEE Conference on Computer Vision and Pattern Recognition, vol. 0, pp. 3538-3545, 2012.
12. Xuwang Yin, Xu-Cheng Yin, Hong-Wei Hao, and Khalid Iqbal, "Effective text localization in natural scene images with mser, geometry-based grouping and adaboost," in International Conference on Pattern Recognition, 2012.
13. Cunzhao Shi, Chunheng Wang, Baihua Xiao, Yang Zhang, and Song Gao, "Scene text detection using graph model built upon maximally stable extremal regions," Pattern Recognition Letters, vol. 34, no. 2, pp. 107-116, 2013.
14. Navneet Dalal and Bill Triggs, "Histograms of oriented gradients for human detection," in IEEE Conference on Computer Vision and Pattern Recognition, 2005.
15. C. Harris and M. Stephenes, "A combined corner and edge detector," in Alvey Vision Conference, 1988.
16. J. Canny, "A computational approach to edge detection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 8, pp. 679-714, 1986.
17. H.Wold, "Partial least squares," In S. Kotz and N. Johnson, editors, Encyclopedia of Statistical Sciences, vol. 6, pp. 581-591, 1985.
18. Chih-Chung Chang and Chih-Jen Lin, "LIBSVM: A library for support vector machines," ACM Transactions on Intelligent Systems and Technology, vol. 2, pp. 27:1-27:27, 2011, Software available at http://www.csie.ntu.edu.tw/ cjlin/libsvm.
19. Nobuyuki Otsu, "A threshold selection method from gray-level histograms," IEEE Transactions on Systems, Man and Cybernetics, pp. 62-66, 1979.
20. Premkumar Natarajan, Zhidong Lu, Richard Schwatrz, Issam Bazzi, and John Makhoul, "Multilingual machine printed ocr," International Journal of Pattern Recognition and Artificial Intelligence, vol. 15, 2001.
21. Paul Over, George Awad, Martial Michel, Jonathan Fiscus, Greg Sanders, Wessel Kraaij, Alan F. Smeaton, and Georges Quenot, "Trecvid 2013-an overview of the goals, tasks, data, evaluation mechanisms and metrics," in Proceedings of TRECVID 2013. NIST, USA, 2013.