Title :
Fast automatic X-ray image processing by means of a new multistage filter for background modelling
Author :
Hanke, R.F. ; Hassler, U. ; Heil, K.
Author_Institution :
Fraunhofer Inst. for Integrated Circuits, Erlangen, Germany
Abstract :
The automatic evaluation of radioscopic images includes the detection of deviations from the regular structure of the object under inspection. For this task two principle problems have to be taken into account: a way for powerful image segmentation must be found which is relatively insensitive to noise because of the nature of X-ray images and secondly the algorithm has to work very quickly in order to satisfy industrial standards. Both problems touch each other because the design of the segmentation algorithm has to be a compromise between efficiency and reliability on the one side and processing time on the other side. The application of image processing methods in the field of nondestructive testing like radioscopic inspection requires the consideration of some special conditions. While visual optical images usually contain sharp edges, less noise and relative high percentage of homogeneous greyvalue areas, X-ray images are highly contaminated by noise, have very smooth edges because of scattered radiation and have only small homogeneous areas and many corner regions because of superposition; the latter condition strongly depends on complexity of the inspected object. This means that deviations or defects like flaws, pores or holes, which can be viewed as kind of impulsive noise, have to be detected both in edge and homogeneous noisy regions. In this paper we present the subsequent application of background modelling and pixel classification for the realization of this inspection task
Keywords :
edge detection; flaw detection; image segmentation; inspection; nondestructive testing; radiography; algorithm; aluminium die casting; automatic evaluation; background modelling; corner regions; efficiency; fast automatic X-ray image processing; flaws; holes; image segmentation; industrial standards; inspection task; multistage filter; noise; nondestructive testing; pixel classification; pores; processing time; radioscopic images; radioscopic inspection; regular structure; reliability; small homogeneous areas; smooth edges; Algorithm design and analysis; Image processing; Image segmentation; Inspection; Nondestructive testing; Object detection; Optical noise; Optical scattering; X-ray imaging; X-ray scattering;
Conference_Titel :
Image Processing, 1994. Proceedings. ICIP-94., IEEE International Conference
Conference_Location :
Austin, TX
Print_ISBN :
0-8186-6952-7
DOI :
10.1109/ICIP.1994.413342