Object Detection and Text Recognition in Large-scale Technical Drawings

Trang M. Nguyen; Trang M. Nguyen; Long Van Pham; Chien Chu Nguyen; Vinh Van Nguyen; Vinh Van Nguyen

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Paper

Object Detection and Text Recognition in Large-scale Technical Drawings

Topics: Image and Video Analysis and Understanding; Industry Related Applications; Information Retrieval

In Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods ICPRAM - Volume 1, 612-619, 2021

Authors: Trang M. Nguyen ^{1

;

2} ; Long Van Pham ² and Chien Chu Nguyen ^{2

;

1

;

2}

Affiliations: ¹ QAI, FPT Software, Hanoi, Vietnam ; ² University of Engineering and Technology, VNUH, Vietnam

Keyword(s): Digital Transformation, Object Detection, Optical Character Recognition.

Abstract: In this digital transformation era, the demand for automatic pattern extraction from printed materials has never been higher, making it one of the most eminent problems nowadays. In this paper, we propose a new method for pattern recognition in highly complex technical drawings. Our method is a pipeline system that includes two phases: (1) detecting the objects that contain the patterns of interest with improvements to processing large-scale image, and (2) performing character recognition on the objects if they are text patterns with improvements to post-processing task. Our experiments on nearly five thousand real technical drawings show promising results and the capability to reduce manual labeling effort to a great extent.

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Paper citation in several formats:

Nguyen, T.; Van Pham, L.; Nguyen, C. and Van Nguyen, V. (2021). Object Detection and Text Recognition in Large-scale Technical Drawings. In Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods - ICPRAM; ISBN 978-989-758-486-2; ISSN 2184-4313, SciTePress, pages 612-619. DOI: 10.5220/0010314406120619

@conference{icpram21,
author={Trang M. Nguyen. and Long {Van Pham}. and Chien Chu Nguyen. and Vinh {Van Nguyen}.},
title={Object Detection and Text Recognition in Large-scale Technical Drawings},
booktitle={Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods - ICPRAM},
year={2021},
pages={612-619},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010314406120619},
isbn={978-989-758-486-2},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods - ICPRAM
TI - Object Detection and Text Recognition in Large-scale Technical Drawings
SN - 978-989-758-486-2
IS - 2184-4313
AU - Nguyen, T.
AU - Van Pham, L.
AU - Nguyen, C.
AU - Van Nguyen, V.
PY - 2021
SP - 612
EP - 619
DO - 10.5220/0010314406120619
PB - SciTePress