The application of the Kohonen neural network in the nonparametric-quality-based classification of tomatoes

P. Boniecki; K. Nowakowski; R. Tomczak; S. Kujawa; H. Piekarska-Boniecka

doi:10.1117/12.954158

8 June 2012 The application of the Kohonen neural network in the nonparametric-quality-based classification of tomatoes

P. Boniecki, K. Nowakowski, R. Tomczak, S. Kujawa, H. Piekarska-Boniecka

Proceedings Volume 8334, Fourth International Conference on Digital Image Processing (ICDIP 2012); 833427 (2012) https://doi.org/10.1117/12.954158
Event: Fourth International Conference on Digital Image Processing (ICDIP 2012), 2012, Kuala Lumpur, Malaysia

Abstract

By using the classification properties of Kohonen-type networks (Tipping 1996), a neural model was built for the qualitybased identification of tomatoes. The resulting empirical data in the form of digital images of tomatoes at various stages of storage were subsequently used to draw up a topological SOFM (Self-Organizing Feature Map) which features cluster centers of "comparable" cases (Tadeusiewicz 1997, Boniecki 2008). Radial neurons from the Kohonen topological map were labeled appropriately to allow for the practical quality-based classification of tomatoes (De Grano 2007).

Citation Download Citation

P. Boniecki, K. Nowakowski, R. Tomczak, S. Kujawa, and H. Piekarska-Boniecka "The application of the Kohonen neural network in the nonparametric-quality-based classification of tomatoes", Proc. SPIE 8334, Fourth International Conference on Digital Image Processing (ICDIP 2012), 833427 (8 June 2012); https://doi.org/10.1117/12.954158

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