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Petr Chmelař UIFS UIFS Seminar Thesis Objectives OLAM SE Publications Teaching 1 / 9 2 nd Year Summary Report Supervisor Doc. Ing. Jaroslav Zendulka, CSc.
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Petr Chmelař UIFS UIFS Seminar Thesis Objectives OLAM SE Publications Teaching 2 / 9 Dissertation Thesis Objectives 1.Content Analysis 2.Retrieval 3.Knowledge discovery
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3 / 9 Content Analysis of Distributed Video Surveillance Data for Retrieval and Knowledge Discovery Proposition of a (Kalman Filter) method’s modification for detection, identification and tracking many objects (focusing on pedestrians) using distributed camera grid with (usually) non-overlapping field of view. Proposition of probabilistic data model for storing and efficient retrieval of objects’ description and its’ spatio-temporal location. Proposition of a technique for an analysis of objects and its’ behavior. A theoretical justification, experimental validation and comparison of the proposed methods will be provided. Almost done Begun On the schedule
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Petr Chmelař UIFS UIFS Seminar Thesis Objectives OLAM SE Publications Teaching 4 / 9 Self Explaining Online Analytical Mining 1.Simplified mining 2.Automatic concept hierarchy thresholds 3.Unified knowledge discovery 4.Interactivity improvements 5.Novel user interface
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Petr Chmelař UIFS UIFS Seminar Thesis Objectives OLAM SE Publications Teaching 5 / 9 Publications 1. OLAM SE 2. Surveillance 3. Others
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6 / 9 OLAM SE Coming soon: CHMELAŘ, P. – STRYKA, L. Simplified Progressive Data Mining. ICSS, XVI International Conference on System Science. 2007. 2007: CHMELAŘ, P. – STRYKA, L. Interactive Mining on Hierarchical Data. Student Proceedings of the 13th Conference STUDENT EEICT 2007 Volume 4. pp. 2007. 410-414. ISBN 80-214-3410-3. IEEE prize… member of Chmelař, P. – Stryka, L. Interactive and Intuitive Analytical Data Mining. ZNALOSTI 2007, Proceedings of the 6th annual conference. 2007. pp. 308- 311. ISBN 9788024812793. 2006: E-Informatica paper refused.
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7 / 9 Surveillance Coming soon: CHMELAR, P. – ZENDULKA, J. Visual Surveillance Metadata Management. MDMM 2007: 1st International Workshop on Multimedia Data Mining and Management, in cooperation with DEXA. IEEE: 2007. CHMELAR, P. – ZENDULKA, J. Distributed Visual Sensor Network Fusion. MLMI, 4th Joint Workshop on Multimodal Interaction and Related Machine Learning Algorithms. 2007. 2006: Chmelař, P: Bayesian Concepts for Human Tracking and Behavior Discovery. Proceedings of the 12th Conference STUDENT EEICT 2006 Volume 4. 2006, p. 360-364, ISBN 80-214-3163-6. (awarded)
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8 / 9 Others 2007: Jana Šilhavá, Vítězslav Beran, Petr Chmelař, Adam Herout, Michal Hradiš, Roman Juránek, Pavel Zemčík: Platform for Evaluation of Image Classifiers. SCCG, Spring Conference on Computer Graphics. ACM SIGGRAPH: 2007. 2005: Chmelař Petr: Dolování asociačních pravidel z texturních databází. Proceedings of the 11th Conference STUDENT EEICT 2005. 2005. p. 253- 255, ISBN 80-214-2888-0. (awarded) 2004: Chmelař Petr: Gaborovy filtry. Proceedings of the 11th Conference STUDENT EEICT 2004. 2004.
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9 / 9 Teaching PDB: Multimedia Databases (in practice). Leading 3 Bc. students. 1 Msc. student. About 340 hours.
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