Detecting and Measuring Fabric Pills Using Digital Image Analysis
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Detecting and Measuring Fabric Pills Using Digital Image Analysis

Authors: Dariush Semnani, Hossein Ghayoor

Abstract:

In this paper a novel method was presented for evaluating the fabric pills using digital image processing techniques. This work provides a novel technique for detecting pills and also measuring their heights, surfaces and volumes. Surely, measuring the intensity of defects by human vision is an inaccurate method for quality control; as a result, this problem became a motivation for employing digital image processing techniques for detection of defects of fabric surface. In the former works, the systems were just limited to measuring of the surface of defects, but in the presented method the height and the volume of defects were also measured, which leads to a more accurate quality control. An algorithm was developed to first, find pills and then measure their average intensity by using three criteria of height, surface and volume. The results showed a meaningful relation between the number of rotations and the quality of pilled fabrics.

Keywords: 3D analysis, computer vision, fabric, pile, surface evaluation

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1082347

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References:


[1] A. Konda, L. Xin, M. Takadara, Y. Okoshi and K. Toricimi, Evaluation of Pilling by Computer Image Analysis, J. Text. Mach. Soc. Japan, 36, 96-99, 1988
[2] R.B. Ramgulam, J. Amirbayat, and Porat, The Objective Assessment of Fabric Pilling, Part I: Methodology, J. of Textile Institute, 84, 221- 226, 1993
[3] R.B. Ramgulam, J. Amirbayat, and Porat, The Objective Assessment of Fabric Pilling, Part II: Experimental Work, J. of Textile Institute, 85, 397-401, 1994
[4] Z. Fazekas, J. Komuves, I. Renyi, and L. Surjan. Towards Objective Visual Assessment of Fabric Features. In Seventh International Conference on Image Processing and its Application (Conference Publication No. 465), Institution of Electrical Engineers, London, 1999
[5] B. Xu, Instrumental Evaluation of Fabric Pilling, In J. of Textile Institute, 1997, 88, 488-500
[6] A. Abouelela, H.M. Abbas, H. Eldeeb, A.A. Wahdan, and S.M.Nassar, Automated Vision System for Localizing Structural Defects in Textile Fabrics, In Pattern Recognition Letters, 2005, 26, pp.1435-1443
[7] P.A. Annis, S.A. Bhat, C.H His, and R.R Bresee. Pilling Evaluation of Laboratory Abraded, Laundered and Worn Fabrics Using Image Analysis, In Book of Papers, AATCC International Conference and Exhibition, Nashville, TN, USA, 1996, pp. 380-392¶ÇÇâ
[8] A. Konda, L.C. Xin, M. Takadara, Y. Okoshi, and K. Toriumi. Evaluation of Pilling by Computer Image Analysis In. J. Text. Mach. Soc. Japan (Eng. Edn), 1990, 36, 96-107
[9] ASTM, D 3511-76, Standard Test Method for Pilling Resistance and Other Related Surface Changes in Textile Fabrics, Brush Pilling Tester Method
[10] ASTM, D 3511-76, Standard Test Method for Pilling Resistance and Other Related Surface Changes in Textile Fabrics, Random Tumble Pilling Tester Method
[11] C.G. Harris, and M.J. Stephens. A combined corner and edge detector, In Proceedings Fourth Alvey Vision Conference, Manchester. 1988, pp. 147-151