Applications of color machine vision in the Agricultural and Food industries

被引:6
作者
Zhang, M [1 ]
Ludas, LI [1 ]
Morgan, MT [1 ]
Krutz, GW [1 ]
Précetti, CJ [1 ]
机构
[1] Purdue Univ, Dept Agr Engn, W Lafayette, IN 47907 USA
来源
PRECISION AGRICULTURE AND BIOLOGICAL QUALITY | 1999年 / 3543卷
关键词
color machine vision; real-time image processing; color classification theory; statistical pattern recognition; neural networks; quality control; food; biological industry; wood products;
D O I
10.1117/12.336908
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Color is an important factor in Agricultural and the Food industry. Agricultural or prepared food products are often graded by producers and consumers using color parameters. Color is used to estimate maturity, sort produce for defects, but also perform genetic screenings or make an aesthetic judgement. The task of sorting produce following a color scale is very complex, requires special illumination (Singh et al., Paulsen and Meclure) and training (Lidror and Prussia, 1989). Also, this task cannot be performed for long durations without fatigue and loss of accuracy. This paper describes a machine vision system designed to perform color classification in real-time. Applications for sorting a variety of agricultural products are included: e.g. seeds, meat, baked goods, plant and wood. First the theory of color classification of agricultural and biological materials is introduced. Then, some tools for classifier development are presented. Finally, the implementation of the algorithm on real-time image processing hardware and example applications for industry is described. This paper also presents an image analysis algorithm and a prototype machine vision system which was developed for industry. This system will automatically locate the surface of some plants using digital camera and predict information such as size, potential value and type of this plant. The algorithm developed will be feasible for real-time identification in an industrial environment.
引用
收藏
页码:208 / 219
页数:12
相关论文
共 17 条
  • [1] BENADY M, 1993, THESIS PURDUE U W LA
  • [2] DECK S, 1991, 913502 ASAE
  • [3] Fukunaga K., 1990, INTRO STAT PATTERN R
  • [4] HADJITHOMAS C, 1994, DESIGN COLOR CLASSIF
  • [5] HANEY L, 1994, 943579 ASAE
  • [6] HANEY L, 1997, THESIS PURDUE U W LA
  • [7] HATZRONI A, 1994, THESIS PURDUE U W LA
  • [8] Lidror A., 1989, 891116 ASAE
  • [9] PAULSEN MR, 1986, T ASAE, V29, P1398
  • [10] Precetti C. J., 1993, 933002 ASAE