A camera based digit location and recognition system for garment tracking

Sun, A., Wang, X. and Wei, H. ORCID: https://orcid.org/0000-0002-9664-5748 (2007) A camera based digit location and recognition system for garment tracking. In: 2nd International Workshop on Camera-Based Document Analysis and Recognition (CBDAR 2007), Curitiba, Brazil.

Abstract/Summary

Garment information tracking is required for clean room garment management. In this paper, we present a camera-based robust system with implementation of Optical Character Reconition (OCR) techniques to fulfill garment label recognition. In the system, a camera is used for image capturing; an adaptive thresholding algorithm is employed to generate binary images; Connected Component Labelling (CCL) is then adopted for object detection in the binary image as a part of finding the ROI (Region of Interest); Artificial Neural Networks (ANNs) with the BP (Back Propagation) learning algorithm are used for digit recognition; and finally the system is verified by a system database. The system has been tested. The results show that it is capable of coping with variance of lighting, digit twisting, background complexity, and font orientations. The system performance with association to the digit recognition rate has met the design requirement. It has achieved real-time and error-free garment information tracking during the testing.