Identification of seeds by colour imaging: Comparison of discriminant analysis and artificial neural network

Journal of the Science of Food and Agriculture

Volumn 71, Issue 4, 1996, Pages 433-441

  Chtioui, Younes ^a   Bertrand, Dominique ^a   Dattée, Yvette ^b   Devaux, Marie Françoise ^a  

^a CEMAGREF   (France)

^b Stn Nationale d'Essais de Semences   (France)

Author keywords

artificial neural networks; artificial vision; classification; colour image analysis; discriminant analysis; seed

Indexed keywords

EID: 0029782849     PISSN: 00225142     EISSN: None     Source Type: Journal    
DOI: 10.1002/(SICI)1097-0010(199608)71:4<433::AID-JSFA596>3.0.CO;2-B     Document Type: Article

References (27)

1. Ballard D H, Brown C M 1982 Computer Vision. PrenticeHall Inc, New Jersey, USA.
2. Draper S R 1985 Règles internationales pour les essais de semences. Seed Sci Technol 13, Supplement 2, pp 1-61.
3. Egelberg B, Månsson O, Peterson C 1994 Assessing cereal grain quality with a fully automated instrument using artificial neural network processing of digitized colour video images. Proc of the International Society for Optical Engineering (Vol 2345). SPIE, Boston, USA, pp 146-158.
4. Galloway M M 1975 Texture analysis using grey level run lengths. Comput Graph Image Proc 4 (2) 172-179.
5. Gonzalez R C, Wintz P 1987 Digital Image Processing. Addison-Wesley Publishing Co, Reading, MA, USA.
6. Haralick R M, Shanmugan K, Dinstein I 1973 Texture features for image classification. IEEE Trans Syst Man Cyb 3 (6) 610-621.
7. Hu M K 1962 Visual pattern recognition by moment invariants. IRE Trans Info Theory 8 (2) 179-187.
8. Jolliffe I T 1986 Principal Component Analysis. Springer-Verlag, New York, USA.
9. Kohonen T 1989 Self-Organisation and Associative Memory (3rd edn). Springer-Verlag, Berlin.
10. Lai F S, Zayas I, Pomeranz Y 1986 Application of pattern recognition techniques in the analysis of cereal grains. Cereal Chem 63 (2) 168-172.
11. Myers D G, Edsall K J 1989 The application of image processing techniques to the identification of Australian wheat varieties. Plant Varieties Seeds 2 109-116.
12. Newman M R, Sapirstein M D, Shwedyk E, Bushuk W 1987 Discrimination of wheat class and variety by digital image analysis of whole grain samples. J Cereal Sci 6 125-132.
13. Newman M R, Sapirstein M D, Shwedyk E, Bushuk W 1989a Wheat grain color analysis by digital image processing. I. Methodology. J Cereal Sci 10 175-182.
14. Newman M R, Sapirstein M D, Shwedyk E, Bushuk W 1989b Wheat grain color analysis by digital image processing. II. Wheat class discrimination. J Cereal Sci 10 183-188.
15. Petersen P E H, Krutz G W 1992 Automatic identification of weed seeds by colour machine vision. Seed Sci Technol 20 193-208.
16. Ridler T W, Calvard S 1978 Picture thresholding using an iterative selection method. IEEE Trans Syst Man Cyber 8 630-632.
17. Romeder J M 1973 Méthodes et Programmes d'Analyse Discriminante. Ed Dunod, Paris, France.
18. Rosenblatt F 1962 Principles of Neurodynamics. Spartan Books, New York, USA.
19. Rumelhart D E, McClelland J L 1986 Parallel Distributed Processing: Explorations in the Microstructure of Cognition. MIT Press, Cambridge, MA, USA.
20. Sapirstein H D, Newman M R, Wright E H, Shwedyk E, Bushuk W 1987 An instrumental system for cereal grain classification using digital image analysis. J Cereal Sci 6 3-14.
21. Saporta G 1990 Probabilités, Analyse des Données et Statistique. Ed Technip, Paris, France.
22. Serra J 1982 Image Analysis and Mathematical Morphology. Academic Press, London.
23. Symons S J, Fulcher R G 1988 Determination of wheat kernel variation by digital image analysis. I. Variation in eastern Canadian milling quality wheats. J Cereal Sci 8 211-218.
24. Wasserman P D 1989 Neural Computing: Theory & Practice. Van Nostrand Reinhold, New York, USA.
25. Zayas I, Pomeranz Y, Lai FS 1985 Discrimination between Arthur and Arkan wheats by image analysis. Cereal Chem 62 (6) 478-480.
26. Zayas I, Lai F S, Pomeranz Y 1986 Discrimination between wheat classes and varieties by image analysis. Cereal Chem 63 (1) 52-56.
27. Zayas I, Pomeranz Y, Lai F S 1989 Determination of wheat and nonwheat components in grain samples by image analysis. Cereal Chem 66 (3) 233-237.