Informace o projektu
Centrum pro multi-modální interpretaci dat velkého rozsahu
- Kód projektu
- GBP103/12/G084 (kod CEP: GBP103/12/G084)
- Období řešení
- 1/2012 - 12/2018
- Investor / Programový rámec / typ projektu
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Grantová agentura ČR
- Projekty na podporu excelence v základním výzkumu
- Fakulta / Pracoviště MU
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Fakulta informatiky
- prof. Ing. Pavel Zezula, CSc.
- RNDr. Michal Batko, Ph.D.
- doc. RNDr. Vlastislav Dohnal, Ph.D.
- RNDr. David Novák, Ph.D.
- Spolupracující organizace
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Univerzita Karlova v Praze
- Odpovědná osoba RNDr. Pavel Pecina, Ph.D.
- Odpovědná osoba prof. Ing. Josef Psutka, CSc.
- Odpovědná osoba 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.
Publikace
Počet publikací: 49
2019
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Binary Sketches for Secondary Filtering
ACM Transactions on Information Systems, rok: 2019, ročník: 37, vydání: 1, DOI
2018
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ConceptRank for search-based image annotation
Multimedia Tools and Applications, rok: 2018, ročník: 77, vydání: 7, DOI
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Effective and Efficient Similarity Searching in Motion Capture Data
Multimedia Tools and Applications, rok: 2018, ročník: 77, vydání: 10, DOI
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ON THE USE OF GRAPHEME MODELS FOR SEARCHING IN LARGE SPOKEN ARCHIVES
43rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), rok: 2018
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Probabilistic Classification of Skeleton Sequences
29th International Conference on Database and Expert Systems Applications (DEXA 2018), rok: 2018
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Selecting Sketches for Similarity Search
Advances in Databases and Information Systems : 22nd European Conference, ADBIS 2018, Budapest, Hungary, September 2-5, 2018., rok: 2018
2017
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A Web Application for Subsequence Matching in 3D Human Motion Data
19th IEEE International Symposium on Multimedia, rok: 2017
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Enhancing Effectiveness of Descriptors for Searching and Recognition in Motion Capture Data
19th IEEE International Symposium on Multimedia, rok: 2017
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Fast Subsequence Matching in Motion Capture Data
21st European Conference on Advances in Databases and Information Systems, rok: 2017
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Sketches with Unbalanced Bits for Similarity Search
Similarity Search and Applications: 10th International Conference, SISAP 2017, Munich, Germany, October 4-6, 2017, Proceedings, rok: 2017