http://repository.iitr.ac.in/handle/123456789/15925
Title: | Retrieval of scene image and video frames using date field spotting |
Authors: | Pratim Roy, Partha Das A. Majhi D. Pal U. |
Published in: | Proceedings of 3rd IAPR Asian Conference on Pattern Recognition, ACPR 2015 |
Abstract: | In this paper, we present a date spotting based information retrieval system for natural scene image and video frames where text appears with complex backgrounds. Text retrieval in such scene/video frames is difficult because of blur, low resolution, background noise, etc. In our proposed framework, a line based date spotting approach using Hidden Markov Model is used to detect the date information in text. Given a text line image, we apply an efficient Bayesian classifier based binarization approach to extract the text components. Next, Pyramid Histogram of Oriented Gradient (PHOG) feature is computed from the binarized image for date-spotting framework. For our experiment, three different date models have been constructed to search similar date information in scene/video text. When tested in a custom dataset of 1104 text lines, our date spotting approach provided encouraging results. © 2015 IEEE. |
Citation: | Proceedings of 3rd IAPR Asian Conference on Pattern Recognition, ACPR 2015, (2016), 705- 709 |
URI: | https://doi.org/10.1109/ACPR.2015.7486594 http://repository.iitr.ac.in/handle/123456789/15925 |
Issue Date: | 2016 |
Publisher: | Institute of Electrical and Electronics Engineers Inc. |
Keywords: | Hidden Markov models Information retrieval Information retrieval systems Markov processes Pattern recognition Background noise Bayesian classifier Binarized images Complex background Low resolution Natural scene images Pyramid histogram of oriented gradient (PHOG) Text retrieval Search engines |
ISBN: | 9.78148E+12 |
Author Scopus IDs: | 56880478500 57207436443 57212250037 57200742116 |
Author Affiliations: | Roy, P.P., Dept. of CSE, IIT Roorkee, India Das, A., Dept. of ECE, IEM Kolkata, India Majhi, D., Dept. of ECE, KGEC Nadia, India Pal, U., CVPR unit, ISI Kolkata, India |
Appears in Collections: | Conference Publications [CS] |
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