DETECTION AND DIGITAL PROCESSING OF KNITTED FABRIC IMAGES
Keywords:
Trikotaj to‘qimalari, raqamli ishlov berish, Canny algoritmi, segmentatsiya, Python dasturlash, sifat nazorati, tasvirni qayta ishlashAbstract
This article is dedicated to the methods of digital processing of knitted fabric images. It examines the effectiveness of artificial intelligence approaches and classical algorithms (Canny, Sobel, K-means) in the tasks of image recognition and segmentation. The article presents practical results obtained using the Python programming language, along with their visualization through graphs. These approaches contribute to the effective detection of defects in knitted products and improve production quality.
References
Gonzalez R. C., Woods R. E. Digital Image Processing. Pearson Education, 2018.
Bishop C. M. Pattern Recognition and Machine Learning. Springer, 2006.
Smith S. M., Brady J. M. SUSAN - A New Approach to Low Level Image Processing. International Journal of Computer Vision, 1997.
Sharifjonovich M. X. TRIKOTAJ MAHSULOTLARIDA NUQSONLI TO ‘QIMALARNING ANIQLASHNING MATEMATIK MODELI VA UNING ALGORITMLARI //Al-Farg’oniy avlodlari. – 2023. – Т. 1. – №. 4. – С. 194-196.
Kumar S. et al. Defect Detection in Textile Fabrics Using Computer Vision. Springer, 2019.
Sharifjonovich M. K. MODELS FOR DETECTING DEFECTIVE FABRICS IN KNITTED PRODUCTS //Academia Repository. – 2023. – Т. 4. – №. 11. – С. 24-27.
Sobirov M. et al. Method of assessment of structural properties of knitted fabrics based on image analysis //E3S Web of Conferences. – EDP Sciences, 2024. – Т. 587. – С. 03020.
Xurshid M., Kamoliddinov A. THE ROLE OF ONLINE STORIES IN THE FUTURE GENERATION AND OUR LIFE //Miasto Przyszłości. – 2024. – Т. 47. – С. 1132-1138.
Akhundjanov U. et al. Handwritten signature preprocessing for off-line recognition systems //E3S Web of Conferences. – EDP Sciences, 2024. – Т. 587. – С. 03019.
Huang T., Yang G., Tang G. A Fast Two-Dimensional Median Filtering Algorithm. IEEE Transactions on Acoustics, Speech, and Signal Processing, 1979.
Additional Files
Published
How to Cite
License
Copyright (c) 2024 Хуршид Мусаев
This work is licensed under a Creative Commons Attribution 4.0 International License.
