A machine vision approach to the grading of crushed aggregate

被引:12
作者
Murtagh, F [1 ]
Qiao, XY
Crookes, D
Walsh, P
Basheer, PAM
Long, A
Starck, JL
机构
[1] Univ London, Royal Holloway, Dept Comp Sci, Egham TW20 0EX, Surrey, England
[2] Queens Univ Belfast, Sch Comp Sci, Belfast BT7 1NN, Antrim, North Ireland
[3] Queens Univ Belfast, Sch Civil Engn, Belfast BT7 1NN, Antrim, North Ireland
[4] CEA Saclay, DAPNIA, SEISAP, F-91191 Gif Sur Yvette, France
关键词
machine vision; aggregate; construction; wavelet transform; entropy; information; image database;
D O I
10.1007/s00138-005-0176-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The grading of crushed aggregate is carried out usually by sieving. We describe a new image-based approach to the automatic grading of such materials. The operational problem addressed is where the camera is located directly over a conveyor belt. Our approach characterizes the information content of each image, taking into account relative variation in the pixel data, and resolution scale. In feature space, we find very good class separation using a multidimensional linear classifier. The innovation in this work includes (i) introducing an effective image-based approach into this application area, and (ii) our supervised classification using wavelet entropy-based features.
引用
收藏
页码:229 / 235
页数:7
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