Design of efficient line segment detectors for cereal grain inspection

作者: E.R. Davies , M. Bateman , D.R. Mason , J. Chambers , C. Ridgway

DOI: 10.1016/S0167-8655(02)00266-0

关键词: Shape analysis (digital geometry)Document processingComputer scienceTemplate matchingArtificial intelligenceComputer visionLine segmentDetectorFalse positive paradox

摘要: This paper shows how line segment detection can be achieved with a minimum of computation if two masks embodying vectorial design strategy are employed. To achieve the greatest combination accuracy and speed, two-stage procedure was used operator backed up by template matching technique. Experimental tests verified effectiveness this type detector for locating insects in cereal grain images: set 60 images containing 150 insects, there were no false positives only negative arose from which contact. The approach should useful good many other areas ranging industrial inspection to document processing remote sensing--and indeed, applications where segments have located or thin lines tracked.

参考文章(14)
E. R. Davies, Machine Vision: Theory, Algorithms, Practicalities Morgan Kaufmann Publishers Inc.. ,(2004)
Inna Y. Zayas, James L. Steele, Image analysis applications for grain science Optics in Agriculture. ,vol. 1379, pp. 151- 161 ,(1991) , 10.1117/12.25086
I. Y. Zayas, P. W. Flinn, DETECTION OF INSECTS IN BULK WHEAT SAMPLES WITH MACHINE VISION Transactions of the ASABE. ,vol. 41, pp. 883- 888 ,(1998) , 10.13031/2013.17206
Christopher Ridgway, John Chambers, Detection of external and internal insect infestation in wheat by near-infrared reflectance spectroscopy Journal of the Science of Food and Agriculture. ,vol. 71, pp. 251- 264 ,(1996) , 10.1002/(SICI)1097-0010(199606)71:2<251::AID-JSFA579>3.0.CO;2-A
Robert M. Haralick, Edge and region analysis for digital image data Computer Graphics and Image Processing. ,vol. 12, pp. 60- 73 ,(1980) , 10.1016/0146-664X(80)90004-0
M Spann, C Horne, J.M.H Du Buf, The detection of thin structures in images Pattern Recognition Letters. ,vol. 10, pp. 175- 179 ,(1989) , 10.1016/0167-8655(89)90084-6
K. Liao, Marvin R. Paulsen, J.F. Reid, Real-Time Detection of Colour and Surface Defects of Maize Kernels Using Machine Vision Journal of Agricultural Engineering Research. ,vol. 59, pp. 263- 271 ,(1994) , 10.1006/JAER.1994.1085
Carlo Arcelli, Gabriella Sanniti di Baja, Ridge points in Euclidean distance maps Pattern Recognition Letters. ,vol. 13, pp. 237- 243 ,(1992) , 10.1016/0167-8655(92)90074-A