Publications by Markus Koskela

2011

67Mats Sjöberg, Satoru Ishikawa, Markus Koskela, Jorma Laaksonen, and Erkki Oja. PicSOM experiments in TRECVID 2011. In Proceedings of the TRECVID 2011 Workshop, Gaithersburg, MD, USA, December 2011. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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66Xi Chen and Markus Koskela. Mobile visual search from dynamic image databases. In Proceedings of Scandinavian Conference on Image Analysis (SCIA 2011), Ystad Saltsjöbad, Sweden, May 2011.
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65Antti Ajanki, Mark Billinghurst, Hannes Gamper, Toni Järvenpää, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, Teemu Ruokolainen, and Timo Tossavainen. An augmented reality interface to contextual information. Virtual Reality, 2011.
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64Matti Karppa, Tommi Jantunen, Markus Koskela, Jorma Laaksonen, and Ville Viitaniemi. Method for visualisation and analysis of hand and head movements in sign language video. In Proceedings of the 2nd Gesture and Speech in Interaction conference (GESPIN 2011), Bielefeld, Germany, 2011. Available online as http://coral2.spectrum.uni-bielefeld.de/gespin2011/final/Jantunen.pdf.
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2010

63Ville Viitaniemi, Mats Sjöberg, Markus Koskela, and Jorma Laaksonen. Concept-based video search with the PicSOM multimedia retrieval system. Technical Report TKK-ICS-R39, Aalto University School of Science and Technology, Department of Information and Computer Science, Espoo, Finland, December 2010.
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62Mats Sjöberg, Markus Koskela, Milen Chechev, and Jorma Laaksonen. PicSOM experiments in TRECVID 2010. In Proceedings of the TRECVID 2010 Workshop, Gaithersburg, MD, USA, November 2010. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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61Mats Sjöberg, Markus Koskela, Ville Viitaniemi, and Jorma Laaksonen. PicSOM experiments in ImageCLEF RobotVision. In Devrim Ünay, Zehra Çataltepe, and Selim Aksoy, editors, Recognizing Patterns in Signals, Speech, Images and Videos, volume 6388 of Lecture Notes in Computer Science, pages 190–199, Istanbul, Turkey, August 2010. Springer Berlin / Heidelberg.
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See dx.doi.org ...
60Antti Ajanki, M. Billinghurst, Toni Järvenpää, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, Teemu Ruokolainen, and Timo Tossavainen. Contextual information access with augmented reality. In Proceedings of 2010 IEEE International Workshop on Machine Learning for Signal Processing, pages 95–100, Kittilä, Finland, August-September 2010.
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59Mats Sjöberg, Markus Koskela, Ville Viitaniemi, and Jorma Laaksonen. Indoor location recognition using fusion of SVM-based visual classifiers. In Proceedings of 2010 IEEE International Workshop on Machine Learning for Signal Processing, pages 343–348, Kittilä, Finland, August-September 2010.
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58Ville Viitaniemi, Mats Sjöberg, Markus Koskela, and Jorma Laaksonen. Automatic video search using semantic concepts. In Proceedings of 8th European Conference on Interactive TV and Video (EuroITV 2010), Tampere, Finland, June 2010.
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57Xi Chen, Markus Koskela, and Jouko Hyväkkä. Image based information access for mobile phones. In Proceedings of 8th International Workshop on Content-Based Multimedia Indexing, Grenoble, France, June 2010.
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56Tommi Jantunen, Markus Koskela, Jorma Laaksonen, and Päivi Rainò. Towards automated visualization and analysis of signed language motion: Method and linguistic issues. In Proceedings of 5th International Conference on Speech Prosody, Chicago, Ill. (USA), May 2010.
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55Antti Ajanki, Mark Billinghurst, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, and Timo Tossavainen. Ubiquitous contextual information access with proactive retrieval and augmentation. In Proceedings of 4th International Workshop on Ubiquitous Virtual Reality 2010 at Pervasive 2010, Helsinki, Finland, May 2010.
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2009

54Antti Ajanki, Mark Billinghurst, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, and Timo Tossavainen. Ubiquitous contextual information access with proactive retrieval and augmentation. Technical Report TKK-ICS-R27, Helsinki University of Technology, Department of Information and Computer Science, Espoo, Finland, December 2009.
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53Mats Sjöberg, Ville Viitaniemi, Markus Koskela, and Jorma Laaksonen. PicSOM experiments in TRECVID 2009. In Proceedings of the TRECVID 2009 Workshop, Gaithersburg, MD, USA, November 2009. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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52Markus Koskela, Mats Sjöberg, and Jorma Laaksonen. Improving automatic video retrieval with semantic concept detection. In Proceedings of 16th Scandinavian Conference on Image Analysis (SCIA 2009), volume 5575 of Lecture Notes in Computer Science, pages 480–489, Oslo, Norway, 2009. Springer Verlag.
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51Philip Prentis, Mats Sjöberg, Markus Koskela, and Jorma Laaksonen. Image theft detection with self-organising maps. In Proceedings of 19th International Conference on Artificial Neural Networks (ICANN 2009), volume 5768 of Lecture Notes in Computer Science, pages 495–504, Limassol, Cyprus, 2009. Springer Verlag. Available online at: http://dx.doi.org/10.1007/978-3-642-04274-4_52.
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2008

50Markus Koskela, Mats Sjöberg, Ville Viitaniemi, and Jorma Laaksonen. PicSOM experiments in TRECVID 2008. In Proceedings of the TRECVID 2008 Workshop, Gaithersburg, MD, USA, November 2008. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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49He Zhang, Markus Koskela, and Jorma Laaksonen. Report on forms of enriched relevance feedback. Technical Report TKK-ICS-R10, Helsinki University of Technology, Department of Information and Computer Science, Espoo, Finland, November 2008.
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48Markus Koskela and Jorma Laaksonen. Specification of information interfaces in PinView. Technical Report TKK-ICS-R12, Helsinki University of Technology, Department of Information and Computer Science, Espoo, Finland, November 2008.
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47Ville Viitaniemi, Mats Sjöberg, Markus Koskela, and Jorma Laaksonen. Exploiting temporal and inter-concept co-occurrence structure to detect high-level features in broadcast videos. In Proceedings of 9th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2008), pages 12–15, Klagenfurt, Austria, May 2008.
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46Markus Koskela, Jorma Laaksonen, Tommi Jantunen, Ritva Takkinen, Päivi Rainò, and Antti Raike. Content-based video analysis and access for finnish sign language – a multidisciplinary research project. In Proceedings of 3rd Workshop on the Representation and Processing of Sign Languages at 6th Language Resources and Evaluation Conference (LREC 2008), pages 101–104, Marrakech, Morocco, May-June 2008.
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45Matthieu Molinier, Ville Viitaniemi, Markus Koskela, Jorma Laaksonen, Yrjö Rauste, Anne Lönnqvist, and Tuomas Häme. Improving content-based target and change detection in Alos Palsar images with efficient feature selection. In Proceedings of ESA-EUSC 2008: Image Information Mining. ESA, March 2008.
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2007

44Markus Koskela, Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen, and Philip Prentis. PicSOM experiments in TRECVID 2007. In Proceedings of the TRECVID 2007 Workshop, Gaithersburg, MD, USA, November 2007. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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43Markus Koskela, Mats Sjöberg, Jorma Laaksonen, Ville Viitaniemi, and Hannes Muurinen. Rushes summarization with self-organizing maps. In Proceedings of the TRECVID Workshop on Video Summarization (TVS'07), pages 45–49, Augsburg, Germany, September 2007. ACM Press. Available online at http://dx.doi.org/10.1145/1290031.1290039.
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42Markus Koskela, Alan F. Smeaton, and Jorma Laaksonen. Measuring concept similarities in multimedia ontologies: Analysis and evaluations. IEEE Transactions on Multimedia, 9(5):912–922, August 2007.
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41Markus Koskela and Alan F. Smeaton. An empirical study of inter-concept similarities in multimedia ontologies. In Proceedings of the 6th ACM international conference on Image and video retrieval (CIVR 2007), pages 464–471, Amsterdam, The Netherlands, July 2007. ACM Press.
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40Jorma Laaksonen, Markus Koskela, Mats Sjöberg, Ville Viitaniemi, and Hannes Muurinen. Video summarization with SOMs. In Proceedings of the 6th Int. Workshop on Self-Organizing Maps (WSOM 2007), Bielefeld, Germany, 2007. Available online at http://dx.doi.org/10.2390/biecoll-wsom2007-143.
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2006

39Emilie Garnaud, Alan F. Smeaton, and Markus Koskela. Evaluation of a video annotation tool based on the LSCOM ontology. In Yannis Avrithis, Steffen Staab, and Noel O'Connor, editors, Proceedings of the 1st International Conference on Semantic and Digital Media Technologies (SAMT 2006), Lecture Notes in Computer Science, pages 35–36, Athens, Greece, December 2006. Springer.
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38Mats Sjöberg, Hannes Muurinen, Jorma Laaksonen, and Markus Koskela. PicSOM experiments in TRECVID 2006. In Proceedings of the TRECVID 2006 Workshop, Gaithersburg, MD, USA, November 2006. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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37Markus Koskela and Alan F. Smeaton. Clustering-based analysis of semantic concept models for video shots. In International Conference on Multimedia & Expo (ICME 2006), Toronto, Canada, July 2006.
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36Markus Koskela and Jorma Laaksonen. Semantic concept detection from news videos with self-organizing maps. In Ilias Maglogiannis, Kostas Karpouzis, and Max Bramer, editors, Proceedings of 3rd IFIP Conference on Artificial Intelligence Applications and Innovations, pages 591–599, Athens, Greece, June 2006. IFIP, Springer.
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35Markus Koskela, Alan F. Smeaton, and Georgina Gaughan. Semantic analysis of concept models for news videos. In Workshop on Visual Categorisation and Image Management Systems (VCIMS 2006), Sunderland, UK, June 2006.
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34Mark Everingham, Andrew Zisserman, Christopher K. I. Williams, Luc Van Gool, Moray Allan, Christopher M. Bishop, Olivier Chapelle, Navneet Dalal, Thomas Deselaers, Gyuri Dorkó, Stefan Duffner, Jan Eichhorn, Jason D. R. Farquhar, Mario Fritz, Christophe Garcia, Tom Griffiths, Frederic Jurie, Thomas Keysers, Markus Koskela, Jorma Laaksonen, Diane Larlus, Bastian Leibe, Hongying Meng, Hermann Ney, Bernt Schiele, Cordelia Schmid, Edgar Seemann, John Shawe-Taylor, Amos Storkey, Sandor Szedmak, Bill Triggs, Ilkay Ulusoy, Ville Viitaniemi, and Jianguo Zhang. The 2005 PASCAL visual object classes challenge. In Joaquin Quinonero-Candela, Ido Dagan, Bernardo Magnini, and Florence d'Alche Buc, editors, Machine Learning Challenges. Evaluating Predictive Uncertainty, Visual Object Classification, and Recognizing Textual Entailment, volume 3944, pages 117–176. Springer, 2006.
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2005

33Markus Koskela, Jorma Laaksonen, Mats Sjöberg, and Hannes Muurinen. PicSOM experiments in TRECVID 2005. In Proceedings of the TRECVID 2005 Workshop, pages 262–270, Gaithersburg, MD, USA, November 2005. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
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32Markus Koskela and Jorma Laaksonen. Semantic annotation of image groups with Self-Organizing Maps. In Proceedings of 4th International Conference on Image and Video Retrieval (CIVR 2005), pages 518–527, Singapore, July 2005.
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31Jorma Laaksonen, Ville Viitaniemi, and Markus Koskela. Emergence of semantic concepts in visual databases. In Proceedings of International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR 05), pages 127–134, Espoo, Finland, June 2005.
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30Jorma Laaksonen, Ville Viitaniemi, and Markus Koskela. Application of Self-Organizing Maps and automatic image segmentation to 101 object categories database. In Proceedings of Fourth International Workshop on Content-Based Multimedia Indexing (CBMI 2005), Riga, Latvia, June 2005.
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2004

29Jorma Laaksonen, Markus Koskela, and Erkki Oja. Class distributions on SOM surfaces for feature extraction and object retrieval. Neural Networks, 17(8-9):1121–1133, October-November 2004.
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28Markus Koskela, Jorma Laaksonen, and Erkki Oja. Entropy-based measures for clustering and SOM topology preservation applied to content-based image indexing and retrieval. In Proceedings of 17th International Conference on Pattern Recognition (ICPR 2004), volume 2, pages 1005–1008, Cambridge, UK, August 2004.
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27Markus Koskela, Jorma Laaksonen, and Erkki Oja. Use of image subset features in image retrieval with self-organizing maps. In Proceedings of 3rd International Conference on Image and Video Retrieval (CIVR 2004), pages 508–516, Dublin, Ireland, July 2004.
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26Timo Ojala, Markus Koskela, Esa Matinmikko, Mika Rautiainen, Jorma Laaksonen, and Erkki Oja. Task-based user evaluation of content-based image database browsing systems. In Proceedings of 3rd International Conference on Image and Video Retrieval (CIVR 2004), pages 234–242, Dublin, Ireland, July 2004.
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2003

25Markus Koskela. Interactive Image Retrieval using Self-Organizing Maps. PhD thesis, Laboratory of Computer and Information Science, Helsinki University of Technology, November 2003. Available online at: http://lib.hut.fi/Diss/2003/isbn9512267659/.
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24Jorma Laaksonen, Markus Koskela, and Erkki Oja. Probability interpretation of distributions on SOM surfaces. In Proceedings of Workshop on Self-Organizing Maps (WSOM'03), pages 77–82, Hibikino, Kitakyushu, Japan, September 2003.
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23Mika Rummukainen, Jorma Laaksonen, and Markus Koskela. An efficiency comparison of two content-based image retrieval systems, GIFT and PicSOM. In Proceedings of International Conference on Image and Video Retrieval (CIVR 2003), volume 2728, pages 500–509, Urbana, IL, USA, July 2003. Springer Verlag.
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22Markus Koskela, Jorma Laaksonen, and Erkki Oja. Inter-query relevance learning in PicSOM for content-based image retrieval. In Supplementary Proceedings of 13th International Conference on Artificial Neural Networks / 10th International Conference on Neural Information Processing (ICANN/ICONIP 2003), pages 520–523, Istanbul, Turkey, June 2003.
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21Markus Koskela and Jorma Laaksonen. Using long-term learning to improve efficiency of content-based image retrieval. In Proceedings of Third International Workshop on Pattern Recognition in Information Systems (PRIS 2003), pages 72–79, Angers, France, April 2003.
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2002

20Markus Koskela, Jorma Laaksonen, and Erkki Oja. Using MPEG-7 descriptors in image retrieval with self-organizing maps. In Proceedings of 16th International Conference on Pattern Recognition, volume 2, pages 1049–1052, Quebec, Canada, August 2002.
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19Markus Koskela, Jorma Laaksonen, and Erkki Oja. Implementing relevance feedback as convolutions of local neighborhoods on self-organizing maps. In Proceedings of International Conference on Artificial Neural Networks, pages 981–986, Madrid, Spain, August 2002.
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18Jorma Laaksonen, Markus Koskela, and Erkki Oja. PicSOM—Self-organizing image retrieval with MPEG-7 content descriptions. IEEE Transactions on Neural Networks, Special Issue on Intelligent Multimedia Processing, 13(4):841–853, July 2002.
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17Markus Koskela, Jorma Laaksonen, and Erkki Oja. MPEG-7 descriptors in content-based image retrieval with PicSOM system. In Proceedings of 5th International Conference on Visual Information System, pages 247–258, HsinChu, Taiwan, March 2002.
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2001

16Markus Koskela, Jorma Laaksonen, and Erkki Oja. Self-organizing image retrieval with MPEG-7 descriptors. In Proceedings of Infotech Oulu International Workshop on Information Retrieval, pages 151–160, Oulu, Finland, September 2001.
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15Jorma Laaksonen, Markus Koskela, Sami Laakso, and Erkki Oja. Self-organizing maps as a relevance feedback technique in content-based image retrieval. Pattern Analysis & Applications, 4(2+3):140–152, June 2001.
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14Sami Laakso, Jorma Laaksonen, Markus Koskela, and Erkki Oja. Self-organizing maps of web link information. In Nigel Allinson, Hujun Yin, Lesley Allinson, and Jon Slack, editors, Advances in Self-Organising Maps, pages 146–151, Lincoln, England, June 2001. Springer.
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13Markus Koskela, Jorma Laaksonen, and Erkki Oja. Comparison of techniques for content-based image retrieval. In Proceedings of 12th Scandinavian Conference on Image Analysis (SCIA 2001), pages 579–586, Bergen, Norway, June 2001.
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12Markus Koskela, Jorma Laaksonen, and Erkki Oja. PicSOM content-based image retrieval system - comparison of techniques. In Proceedings of 3rd European Workshop on Image Analysis for Multimedia Interactive Services, pages 89–94, Tampere, Finland, May 2001.
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2000

11Jorma Laaksonen, Markus Koskela, Sami Laakso, and Erkki Oja. PicSOM – Content-based image retrieval with self-organizing maps. Pattern Recognition Letters, 21(13-14):1199–1207, December 2000.
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10Markus Koskela, Jorma Laaksonen, Sami Laakso, and Erkki Oja. Evaluating the performance of content-based image retrieval systems. In Fourth International Conference on Visual Information Systems (VISual 2000), pages 430–441, Lyon, France, November 2000. Springer-Verlag.
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9Jorma Laaksonen, Erkki Oja, Markus Koskela, and Sami Brandt. Analyzing low-level visual features using content-based image retrieval. In Proceedings of 7th International Conference on Neural Information Processing (ICONIP 2000), volume 2, pages 1333–1338, Taejon, Korea, November 2000.
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8Markus Koskela, Jorma Laaksonen, Sami Laakso, and Erkki Oja. Content-based image indexing and retrieval: The PicSOM system. In The 9th Finnish Artificial Intelligence Conference (STeP 2000). 'AI of Tomorrow': Symposium on Theory, pages 219–226, Espoo, Finland, August 2000.
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7Markus Koskela, Jorma Laaksonen, Sami Laakso, and Erkki Oja. The PicSOM retrieval system: Description and evaluations. In John P. Eakins and Peter G. B. Enser, editors, Proceedings of Challenge of Image Retrieval 2000, Brighton, UK, May 2000.
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1999

6Jorma Laaksonen, Markus Koskela, and Erkki Oja. Application of tree structured self-organizing maps in content-based image retrieval. In Ninth International Conference on Artificial Neural Networks (ICANN99), pages 174–179, Edinburgh, UK, September 1999.
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5Jorma Laaksonen, Markus Koskela, and Erkki Oja. PicSOM: Self-organizing maps for content-based image retrieval. In 1999 International Joint Conference on Neural Networks (IJCNN'99), pages 2470–2473, Washington, DC, July 1999.
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4Jorma Laaksonen, Markus Koskela, and Erkki Oja. PicSOM - a framework for content-based image database retrieval using self-organizing maps. In 11th Scandinavian Conference on Image Analysis (SCIA99), pages 151–156, Kangerlussuaq, Greenland, June 1999.
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3Jorma Laaksonen, Markus Koskela, and Erkki Oja. Content-based image retrieval using self-organizing maps. In Third International Conference on Visual Information Systems (VISual'99), pages 541–548, Amsterdam, The Netherlands, June 1999. Springer-Verlag.
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2Erkki Oja, Jorma Laaksonen, Markus Koskela, and Sami Brandt. Self-organizing maps for content-based image retrieval. In Erkki Oja and Samuel Kaski, editors, Kohonen Maps, pages 349–362. Elsevier, 1999.
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1Markus Koskela. Content-based image retrieval with self-organizing maps. Master's thesis, Laboratory of Computer and Information Science, Helsinki University of Technology, 1999.
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