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Knowledge Mining and Managing in a Distributed Image Datawarehouse - DIGGER

Publications

Here is the list of publications done in this project. The list is ordered so that the newest publication is the first one.

  1. Jukka Iivarinen, Jussi Pakkanen, and Juhani Rauhamaa. A Content-Based Image Retrieval System for Surface Defects Submitted to Integrated Computer-Aided Engineering. Document in PDF
  2. Jussi Pakkanen, Jukka Iivarinen, and Erkki Oja. The Evolving Tree - a novel self-organizing network for data analysis. Neural Processing Letters, vol. 20, no. 3, pages 199-211, November 2004. Document in PDF
  3. Jukka Iivarinen, Rami Rautkorpi, Jussi Pakkanen, and Juhani Rauhamaa Content-Based Retrieval of Surface Defect Images with PicSOM. International Journal of Fuzzy Systems, vol. 6, no. 3, pages 160-167, September 2004. Document in PDF
  4. Rami Rautkorpi and Jukka Iivarinen. A Novel Shape Feature for Image Classification and Retrieval. In A. Campilho, M. Kamel (Eds.), Proceedings of the International Conference on Image Analysis and Recognition, LNCS 3211, Part I, pages 753-760, Porto, Portugal, September 29-October 1, 2004. Document in PDF
  5. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Combining Classifiers in Rock Image Classification – Supervised and Unsupervised Approach, Proceedings of Advanced Concepts for Intelligent Vision Systems, Brussels, Belgium, August 31-September 3, 2004. Document in PDF
  6. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Multiscale Fourier Descriptor for Shape-Based Image Retrieval, Proceedings of 17th International Conference on Pattern Recognition, Cambridge, UK, Vol. 2, pp. 765-768, August 23-26, 2004. Document in PDF
  7. Jussi Pakkanen and Jukka Iivarinen. A Novel Self-Organizing Neural Network for Defect Image Classification. In Proceedings of the International Joint Conference on Neural Networks, pages 2553-2558, Budapest, Hungary, July 25-29, 2004. Document in PDF
  8. Rami Rautkorpi and Jukka Iivarinen. Content-Based Image Retrieval of Web Surface Defects with PicSOM. In Proceedings of the International Joint Conference on Neural Networks, pages 1863-1868, Budapest, Hungary, July 25-29, 2004. Document in PDF
  9. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Rock Image Retrieval and Classification Based on Granularity, Proceedings of 5th International Workshop on Image Analysis for Multimedia Interactive Services, Lisboa, Portugal, April 21-23, 2004. Document in PDF
  10. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Grid-Based Clustering in the Content-Based Organization of Large Image Databases, Proceedings of 5th International Workshop on Image Analysis for Multimedia Interactive Services, Lisboa, Portugal, April 21-23, 2004. Document in PDF
  11. Jukka Iivarinen, Jussi Pakkanen, and Juhani Rauhamaa. SOM-based System for Web Surface Inspection. In J. R. Price, F. Mériaudeau (Eds.), Machine Vision Applications in Industrial Inspection XII, Proc. SPIE 5303, pages 178-187, 2004. Document in PDF
  12. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Classification Method for Colored Natural Textures Using Gabor Filtering, Proceedings of 12th International Conference on Image Analysis and Processing, pp. 397-401, Mantova, Italy, September 17.-19. 2003. Document in PDF
  13. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Multiscale Fourier Descriptor for Shape Classification, Proceedings of 12th International Conference on Image Analysis and Processing, Mantova, Italy, pp. 536-541, September 17-19, 2003. Document in PDF
  14. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Classification of Non-homogenous Textures by Combining Classifiers, Proceedings of IEEE International Conference on Image Processing, Vol. 1, pp. 981-984, Barcelona, Spain, September 14.-17. 2003. Document in PDF
  15. Jussi Pakkanen, The Evolving Tree, a New Kind of Self-Organizing Neural Network, Proceedings of the Workshop on Self-Organizing Maps '03, pages 311-316, Kitakyushu, Japan, September 11-14, 2003. Document in PDF
  16. Jukka Iivarinen, Antti Ilvesmäki, and Jussi Pakkanen, Evaluation of Features for Defect Image Retrieval, M. H. Hamza (Ed.), Proceedings of the 3rd IASTED International Conference on Visualization, Imaging, and Image Processing, vol. II, pages 680-685, Benalmádena, Spain, September 8-10, 2003. Document in PDF
  17. Jussi Pakkanen, Antti Ilvesmäki and Jukka Iivarinen, Defect Image Classification and Retrieval with MPEG-7 Descriptors, J. Bigun, T. Gustafsson (Eds.), Proceedings of the 13th Scandinavian Conference on Image Analysis, LNCS 2749, pages 349-355, Göteborg, Sweden, June 29-July 2, 2003. Document in PDF
  18. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Multiresolution Texture Analysis of Surface Reflection Images, Proceedings of 13th Scandinavian Conference on Image Analysis, pp. 4-10, Göteborg, Sweden, June/July 2003. Document in PDF
  19. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Binary Co-occurrence Matrix in Image Database Indexing, Proceedings of 13th Scandinavian Conference on Image Analysis, Göteborg, Sweden, pp. 1090-1097, June 29-July 2, 2003. Document in PDF
  20. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Data mining on non-homogenous textures, Data Mining and Knowledge Discovery: Theory, Tools, and Technology V, Proceedings of SPIE, Vol. 5098, pp. 1-9, Orlando, Florida, USA, Apr. 21.-22. 2003. Document in PDF
  21. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Classification Method for Defect Images Based on Association and Clustering, Data Mining and Knowledge Discovery: Theory, Tools, and Technology V, Proceedings of SPIE, Vol. 5098, Orlando, Florida, USA, pp. 19-27, April 21-22, 2003. Document in PDF
  22. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Image Correlogram in Image Database Indexing and Retrieval, Proceedings of 4th European Workshop on Image Analysis for Multimedia Interactive Services, London, UK, pp. 88-91, April 9-11, 2003. Document in PDF
  23. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Retrieval of Non-Homogenous Textures Based on Directionality, Proceedings of 4th European Workshop on Image Analysis for Multimedia Interactive Services, pp. 107-110, London, UK, Apr. 9.-11. 2003. Document in PDF
  24. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Binary Histogram in Image Classification for Retrieval Purposes, Journal of WSCG, Vol. 11, No. 2, February 2003. Document in PDF
  25. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Rock Image Classification Using Non-Homogenous Textures and Spectral Imaging, WSCG SHORT PAPERS proceedings, WSCG'2003, Plzen, Czech Republic, Feb. 3.-7. 2003. Document in PDF
  26. Jussi Pakkanen and Jukka Iivarinen, Content-Based Retrieval of Surface Defect Images with MPEG-7 Descriptors, K. W. Tobin Jr., F. Meriaudeau (Eds.), Sixth International Conference on Quality Control by Artificial Vision, Proc. SPIE 5132, pages 201-208, 2003. Document in PDF
  27. Jussi Pakkanen and Jukka Iivarinen, Evaluating SOM as an Index in Content-Based Image Retrieval, Proceedings of the 10th Finnish Artificial Intelligence Conference, pages 182-188, Oulu, Finland, December 16-17, 2002. Document in PDF
  28. L. Lepistö, I. Kunttu, J. Autio, and A. Visa, Comparison of Some Content-Based Image Retrieval Systems with Rock Texture Images, Proceedings of 10th Finnish AI Conference, Oulu, Finland, pp. 156-163, December 2002. Document in PDF
  29. I. Kunttu, L. Lepistö, J. Rauhamaa, A. Visa, Image Retrieval without Segmentation, Proceedings of the 10th Finnish Artificial Intelligence conference, Oulu, Finland, pp. 164-169, December 15-17, 2002. Document in PDF
  30. Antti Ilvesmäki and Jukka Iivarinen, Defect Image Classification with MPEG-7 Descriptors, Proceedings of the 10th Finnish Artificial Intelligence Conference, pages 196-202, Oulu, Finland, December 16-17, 2002. Document in PDF
  31. Jukka Iivarinen, Jussi Pakkanen, and Juhani Rauhamaa, Content-Based Image Retrieval in Surface Inspection, Proceedings of 7th International Conference on Control, Automation, Robotics and Vision, pages 24-28, Singapore, December 3-6, 2002. Document in PDF
  32. Jukka Iivarinen and Jussi Pakkanen, Content-Based Retrieval of Defect Images, Proceedings of Advanced Concepts for Intelligent Vision Systems, pages 62-67, Ghent, Belgium, September 9-11, 2002. Document in PDF