Mats Sjöberg - Publications

2014

Mats Sjöberg and Bogdan Ionescu and Yu-Gang Jiang and Vu Lam Quang and Markus Schedl and Claire-Helene Demarty. The MediaEval 2014 Affect Task: Violent Scenes Detection. In MediaEval 2014 Workshop, Barcelona, Spain, October 16-17, 2014. Available online at http://ceur-ws.org/Vol-1263/mediaeval2014_submission_3.pdf
Mats Sjöberg and Ionut Mironica and Markus Schedl and Bogdan Ionescu. FAR at MediaEval 2014 Violent Scenes Detection: A Concept-based Fusion Approach. In Proceedings of the MediaEval 2014 Multimedia Benchmark Workshop, Barcelona, Spain, October 16-17, 2014. Available online at http://ceur-ws.org/Vol-1263/mediaeval2014_submission_66.pdf
Mats Sjöberg. From pixels to semantics: visual concept detection and its applications. Doctoral thesis, November, 2014. Available online via http://urn.fi/URN:ISBN:978-952-60-5901-3
Jussi Tarvainen and Mats Sjöberg and Stina Westman and Jorma Laaksonen and Pirkko Oittinen. Content-Based Prediction of Movie Style, Aesthetics, and Affect: Data Set and Baseline Experiments. In Multimedia, IEEE Transactions on, Dec, 2014.
Satoru Ishikawa and Markus Koskela and Mats Sjöberg and Rao Muhammad Anwer and Jorma Laaksonen and Erkki Oja. PicSOM Experiments in TRECVID 2014. In Proceedings of the TRECVID 2014 Workshop, Orlando, FL, USA, November, 2014.
Mats Sjöberg and Jorma Laaksonen. Using semantic features to detect novel visual concepts. In Proceedings of the 12th International Content Based Multimedia Indexing Workshop (CBMI 2014), Klagenfurt, Austria, June, 2014.

2013

Satoru Ishikawa and Markus Koskela and Mats Sjöberg and Jorma Laaksonen and Erkki Oja and Ehsan Amid and Kalle Palomäki and Annamaria Mesaros and Mikko Kurimo. PicSOM Experiments in TRECVID 2013. In Proceedings of the TRECVID 2013 Workshop, Gaithersburg, MD, USA, November, 2013.
Mats Sjöberg and Jan Schlüter and Bogdan Ionescu and Markus Schedl. FAR at MediaEval 2013 Violent Scenes Detection: Concept-based Violent Scenes Detection in Movies. In Proceedings of the MediaEval 2013 Multimedia Benchmark Workshop, Barcelona, Spain, October 18-19, 2013. Available online at http://ceur-ws.org/Vol-1043/mediaeval2013_submission_10.pdf
Mats Sjöberg and Markus Koskela and Satoru Ishikawa and Jorma Laaksonen. Large-Scale Visual Concept Detection with Explicit Kernel Maps and Power Mean SVM. In Proceedings of ACM International Conference on Multimedia Retrieval (ICMR2013), Dallas, Texas, USA, April, 2013.

2012

Mats Sjöberg and Satoru Ishikawa and Markus Koskela and Jorma Laaksonen and Erkki Oja. PicSOM Experiments in TRECVID 2012. In Proceedings of the TRECVID 2012 Workshop, Gaithersburg, MD, USA, November, 2012.
Mats Sjöberg and Markus Koskela and Satoru Ishikawa and Jorma Laaksonen. Real-Time Large-Scale Visual Concept Detection with Linear Classifiers. In Proceedings of 21st International Conference on Pattern Recognition, Tsukuba, Japan, November, 2012.

2011

Timo Honkela and Oskar Kohonen and Jorma Laaksonen and Krista Lagus and Klaus Förger and Mats Sjöberg and Tapio Takala and Harri Valpola and Paul Wagner. Learning Semantics of Movement. In Neural Information Processing Systems (NIPS 2011) Workshop Book, Granada, Spain, December, 2011. Abstract. Available online at http://media.nips.cc/Conferences/2011/NIPS-Workshops-Book-2011.pdf.
Mats Sjöberg and Satoru Ishikawa and Markus Koskela and 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.
Mats Sjöberg and Jorma Laaksonen. Analysing the structure of semantic concepts in visual databases. In Advances in Self-Organizing Maps, 2011.
He Zhang and Mats Sjöberg and Jorma Laaksonen and Erkki Oja. A Multimodal Information Collector for Content-Based Image Retrieval System. In Proceedings of 18th International Conference on Neural Information Processing (ICONIP 2011), 2011.

2010

Ville Viitaniemi and Mats Sjöberg and Markus Koskela and Jorma Laaksonen. Concept-based Video Search with the PicSOM Multimedia Retrieval System. Technical Report TKK-ICS-R39, Espoo, Finland, December, 2010.
Mats Sjöberg and Markus Koskela and 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.
Mats Sjöberg and Markus Koskela and 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, Kittilä, Finland, August-September, 2010.
Mats Sjöberg and Markus Koskela and Ville Viitaniemi and Jorma Laaksonen. PicSOM Experiments in ImageCLEF RobotVision. In Recognizing Patterns in Signals, Speech, Images and Videos, Istanbul, Turkey, August, 2010.
Ville Viitaniemi and Mats Sjöberg and 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.

2009

Mats Sjöberg and Ville Viitaniemi and 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.
Philip Prentis and Mats Sjöberg and Markus Koskela and Jorma Laaksonen. Image Theft Detection with Self-Organising Maps. In Proceedings of 19th International Conference on Artificial Neural Networks (ICANN 2009), Limassol, Cyprus, 2009. Available online at: http://dx.doi.org/10.1007/978-3-642-04274-4_52
Mats Sjöberg and Jorma Laaksonen. Optimal combination of SOM search in best-matching units and map neighborhood. In Proceedings of 7th International Workshop on Self-Organizing Maps (WSOM 2009), St. Augustine, Florida, USA, 2009. Available online at: http://dx.doi.org/10.1007/978-3-642-02397-2_32
Markus Koskela and Mats Sjöberg and Jorma Laaksonen. Improving automatic video retrieval with semantic concept detection. In Proceedings of 16th Scandinavian Conference on Image Analysis (SCIA 2009), Oslo, Norway, 2009.

2008

Markus Koskela and Mats Sjöberg and 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.
Ville Viitaniemi and Mats Sjöberg and 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), Klagenfurt, Austria, May, 2008.
Mats Sjöberg and Jorma Laaksonen and Timo Honkela and Matti Pöllä. Inferring Semantics from Textual Information in Multimedia Retrieval. In Neurocomputing, 2008.

2007

Markus Koskela and Mats Sjöberg and Ville Viitaniemi and 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.
Markus Koskela and Mats Sjöberg and Jorma Laaksonen and Ville Viitaniemi and Hannes Muurinen. Rushes Summarization with Self-Organizing Maps. In Proceedings of the TRECVID Workshop on Video Summarization (TVS'07), Augsburg, Germany, September, 2007. Available online at http://dx.doi.org/10.1145/1290031.1290039.
Jorma Laaksonen and Markus Koskela and Mats Sjöberg and 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.

2006

Mats Sjöberg and Hannes Muurinen and 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.
Mats Sjöberg and Jorma Laaksonen and Matti Pöllä and Timo Honkela. Retrieval of Multimedia Objects by Combining Semantic Information from Visual and Textual Descriptors. In Proceedings of 16th International Conference on Artificial Neural Networks (ICANN 2006), Athens, Greece, September, 2006. Available online at http://dx.doi.org/10.1007/11840930_8.
Erkki Oja and Mats Sjöberg and Ville Viitaniemi and Jorma Laaksonen. Emergence of Semantics from Multimedia Databases. In Computational Intelligence: Principles and Practice, 2006.
Mats Sjöberg and Ville Viitaniemi and Jorma Laaksonen and Timo Honkela. Analysis of Semantic Information Available in an Image Collection Augmented with Auxiliary Data. In Proceedings of 3rd IFIP Conference on Artificial Intelligence Applications and Innovations, Athens, Greece, June, 2006. Available online at http://dx.doi.org/10.1007/0-387-34224-9_70.
Mats Sjöberg. Content-based retrieval of hierarchical objects with PicSOM. Master's thesis, 2006.

2005

Markus Koskela and Jorma Laaksonen and Mats Sjöberg and Hannes Muurinen. PicSOM Experiments in TRECVID 2005. In Proceedings of the TRECVID 2005 Workshop, Gaithersburg, MD, USA, November, 2005. Available online at http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html.
Mats Sjöberg and Jorma Laaksonen. Content-Based Retrieval of Web Pages and Other Hierarchical Objects with Self-Organizing Maps. In Proceedings of 15th International Conference on Artificial Neural Networks (ICANN 2005), Warsaw, Poland, September, 2005. Available online at http://dx.doi.org/10.1007/11550907_133.

2003

Mats Sjöberg and Jorma Laaksonen and Ville Viitaniemi. Using Image Segments in PicSOM CBIR System. In Proceedings of 13th Scandinavian Conference on Image Analysis (SCIA 2003), Halmstad, Sweden, June/July, 2003. Available online at http://www.springerlink.com/content/65xgpgqc9cjquqcl/.