Object detection and text recognition in large-scale technical drawings

Nguyen, Minh Trang and Pham, Van Long and Nguyen, Chu Chien and Nguyen, Van Vinh (2021) Object detection and text recognition in large-scale technical drawings. In: ICPRAM 2021. (In Press)

Preview

PDF Download (615kB) | Preview

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 of processing large-scale image, and (2) performing character recognition on the objects if they are text patterns with improvements of 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.

Item Type:	Conference or Workshop Item (Paper)
Subjects:	Information Technology (IT)
Divisions:	Faculty of Information Technology (FIT)
Depositing User:	Trang Minh Nguyễn
Date Deposited:	17 Dec 2020 08:27
Last Modified:	21 Dec 2020 09:20
URI:	http://eprints.uet.vnu.edu.vn/eprints/id/eprint/4285

Available Versions of this Item

• Object detection and text recognition in large-scale technical drawings. (deposited 17 Dec 2020 08:27) [Currently Displayed]
  • Object detection and text recognition in large-scale technical drawings. (deposited 15 Aug 2021 08:42)

Actions (login required)

View Item