Project information
Centrum pro multi-modální interpretaci dat velkého rozsahu
- Project Identification
- GBP103/12/G084 (kod CEP: GBP103/12/G084)
- Project Period
- 1/2012 - 12/2018
- Investor / Pogramme / Project type
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Czech Science Foundation
- Projects to promote excellence in basic research
- MU Faculty or unit
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Faculty of Informatics
- prof. Ing. Pavel Zezula, CSc.
- RNDr. Michal Batko, Ph.D.
- doc. RNDr. Vlastislav Dohnal, Ph.D.
- RNDr. David Novák, Ph.D.
- Cooperating Organization
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Charles University
- Responsible person RNDr. Pavel Pecina, Ph.D.
- Responsible person prof. Ing. Josef Psutka, CSc.
- Responsible person prof. Ing. Jiří Matas, Ph.D.
The project aims at exploiting large collections of unlabeled multi-modal data, mainly video footage, to further state-of-the-art in video, audio and natural language understanding, interpretation, annotation and retrieval by combining unsupervised and semi-supervised learning. It will address problems that are very difficult (some probably impossible) to solve in a single modality by adopting an interdisciplinary approach. Progress in individual research areas - vision, natural language processing and speech will be achieved by co-training and by exploiting results of other modalities as cross-training data. For efficient processing of large data collections appearing in all modalities, the project will also concern generic problems of organization, indexing, and searching based on similarity that is fundamental for building real-life applications.
Publications
Total number of publications: 49
2013
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Efficiency and Security in Similarity Cloud Services
Proceedings of the VLDB Endowment, Volume 6, Issue 12, year: 2013
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Face-based People Searching in Videos
35th European Conference on Information Retrieval (ECIR 2013), LNCS 7814, year: 2013
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Multi-level Clustering on Metric Spaces Using a Multi-GPU Platform
Euro-Par 2013 Parallel Processing - 19th International Conference, year: 2013
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Retrieving Similar Movements in Motion Capture Data
6th International Conference on Similarity Search and Applications (SISAP 2013), LNCS 8199, year: 2013
2012
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A database of semantic clusters of verb usages
Proceedings of the 8th International Conference on Language Resources and Evaluation (LREC 2012), year: 2012
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Future Trends in Similarity Searching
Proceedings of the Simimarity Search and Applications 2013, year: 2012
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Identifying Walk Cycles for Human Recognition
Proceedings of Pacific Asia Workshop on Intelligence and Security Informatics (PAISI 2012), year: 2012
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On Combining Sequence Alignment and Feature-quantization for Sub-image Searching
International Journal of Multimedia Data Engineering and Management (IJMDEM), year: 2012, volume: 3, edition: 3, DOI
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Secure Metric-Based Index for Similarity Cloud
Secure Data Management : Proceedings of 9th VLDB Workshop, SDM 2012, Istanbul, Turkey, August 27, 2012, year: 2012