Image Processing Algorithms and Mathematical Modeling for Technical Imaging Systems

Received: 2026-06-04

Published: 2026-06-06

Abstract

This paper analyzes the mathematical model of a machine vision system and image processing algorithms. The study examines the main components of a machine vision system, including the camera projection model, image filtering methods, segmentation, and object parameter detection. The obtained results show that machine vision systems make it possible to determine the geometric coordinates of objects with high accuracy. The research results can be applied in industrial automation systems, robotics, and agricultural product sorting processes

List of references

  1. Szeliski R. Computer Vision: Algorithms and Applications. Springer, 2022.

  2. Goodfellow I., Bengio Y., Courville A. Deep Learning. MIT Press, 2016.

  3. Bradski G., Kaehler A. Learning OpenCV 4. O’Reilly Media, 2019.

  4. Prince S. Computer Vision: Models, Learning and Inference. Cambridge University Press, 2018.

  5. Gonzalez R., Woods R. Digital Image Processing. Pearson, 2018.

  6. Davies E. Computer Vision: Principles, Algorithms and Applications. Academic Press, 2017.

  7. Zhang J., Hu Y. Image Segmentation Using Deep Learning. IEEE TPAMI, 2019.

  8. Hartley R., Zisserman A. Multiple View Geometry in Computer Vision. Cambridge University Press, 2016.

  9. Sonka M., Hlavac V., Boyle R. Image Processing, Analysis, and Machine Vision. Cengage Learning, 2015.

  10. Forsyth D., Ponce J. Computer Vision: A Modern Approach. Pearson, 2016.

About the Authors

Erkin Uljayev
Islom Karimov nomidagi Toshkent davlat texnika universiteti
Olmasjon Ulfat ugli Abdixalilov
Asilbek Safarali ugli Aliyev

License

Copyright (c) 2026 MMIT Proceedings

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

Image Processing Algorithms and Mathematical Modeling for Technical Imaging Systems. (2026). MMIT Proceedings, 58-61. https://doi.org/10.61587/

Similar Articles

You may also start an advanced similarity search for this article.