1 April 2010 Graphical processing unit−based machine vision system for simultaneous measurement of shrinkage and soil release in fabrics
Author Affiliations +
Abstract
We present a machine vision system for simultaneous and objective evaluation of two important functional attributes of a fabric, namely, soil release and shrinkage. Soil release corresponds to the efficacy of the fabric in releasing stains after laundering and shrinkage essentially quantifies the dimensional changes in the fabric postlaundering. Within the framework of the proposed machine vision scheme, the samples are prepared using a prescribed procedure and subsequently digitized using a commercially available off-the-shelf scanner. Shrinkage measurements in the lengthwise and widthwise directions are obtained by detecting and measuring the distance between two pairs of appropriately placed markers. In addition, these shrinkage markers help in producing estimates of the location of the center of the stain on the fabric image. Using this information, a customized adaptive statistical snake is initialized, which evolves based on region statistics to segment the stain. Once the stain is localized, appropriate measurements can be extracted from the stain and the background image that can help in objectively quantifying stain release. In addition, the statistical snakes algorithm has been parallelized on a graphical processing unit, which allows for rapid evolution of multiple snakes. This, in turn, translates to the fact that multiple stains can be detected and segmented in a computationally efficient fashion. Finally, the aforementioned scheme is validated on a sizeable set of fabric images and the promising nature of the results help in establishing the efficacy of the proposed approach.
© (2010) Society of Photo-Optical Instrumentation Engineers (SPIE)
Sridharan Kamalakannan, Sridharan Kamalakannan, Arunkumar Gururajan, Arunkumar Gururajan, Matthew M. Hill, Matthew M. Hill, Muneem Shahriar, Muneem Shahriar, Hamed Sari-Sarraf, Hamed Sari-Sarraf, Eric Francois Hequet, Eric Francois Hequet, } "Graphical processing unit−based machine vision system for simultaneous measurement of shrinkage and soil release in fabrics," Journal of Electronic Imaging 19(2), 023009 (1 April 2010). https://doi.org/10.1117/1.3421977 . Submission:
JOURNAL ARTICLE
12 PAGES


SHARE
RELATED CONTENT

Straight edge extraction and matching
Proceedings of SPIE (July 31 1990)
Accelerating sub-pixel marker segmentation using GPU
Proceedings of SPIE (February 04 2009)
Parallel Algorithms For Real-Time Vision
Proceedings of SPIE (April 29 1987)
MOBLAB a mobile laboratory for testing real time vision...
Proceedings of SPIE (January 08 1995)

Back to Top