Automation in Detecting Deviations in Carton Stamping to Ensure Product Integrity and Safety
Abstract
This paper investigates an approach to enhance quality control in the pharmaceutical industry by leveraging optical character recognition (OCR) techniques for automated batch identification on drug packaging. The current manual inspection process is susceptible to human errors and delays, jeopardizing the accuracy and safety of drug production. To address these concerns, this study explores the application of artificial neural networks (RNAs) to automate the verification process.
Keywords:
Optical Character Recognition (OCR), Machine Learning, Artificial Neural Networks (RNAs), Image Preprocessing
References
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Li, M., Lv, T., Chen, J., Cui, L., Lu, Y., Florencio, D., Zhang C., Li Z., Wei, F. (2022). TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models. arXiv preprint arXiv:2109.10282.
TURNER, T. Pattern Recognition in Image Analysis. Cambridge: Cambridge University Press, 2017.
MARTIN, M. Image Segmentation Techniques. Oxford: Oxford University Press,2016.
Jaided AI. Easy OCR documentation [link]
Pytorch. Pytorch documentation [link]
Tschida, C. (2019). Designing for Accessibility: A Complete Guide to Creating Inclusive User Experiences.
Videojet. (2023). Videojet 1880HR. Videojet Brasil. [link]
Li, M., Lv, T., Chen, J., Cui, L., Lu, Y., Florencio, D., Zhang C., Li Z., Wei, F. (2022). TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models. arXiv preprint arXiv:2109.10282.
TURNER, T. Pattern Recognition in Image Analysis. Cambridge: Cambridge University Press, 2017.
MARTIN, M. Image Segmentation Techniques. Oxford: Oxford University Press,2016.
Published
2024-11-27
How to Cite
SILVA JUNIOR, Claudio Honorio da; SOARES, Mateus Heck; TAMPELINI, Leonardo Garcia; SCHULZ, Jhoni Eldor.
Automation in Detecting Deviations in Carton Stamping to Ensure Product Integrity and Safety. In: LATIN AMERICAN CONGRESS ON FREE SOFTWARE AND OPEN TECHNOLOGIES (LATINOWARE), 21. , 2024, Foz do Iguaçu/PR.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2024
.
p. 392-395.
DOI: https://doi.org/10.5753/latinoware.2024.245733.
