Processing, recognition and imaging of multimeadia and 3D data

Czech title:Zpracování, rozpoznávání a zobrazování multimediálních a 3D dat
Reseach leader:Zemčík Pavel
Team leaders:Bařina David, Behúň Kamil, Burget Lukáš, Černocký Jan, Dittrich Petr, Dubská Markéta, Dytrych Jaroslav, Hannemann Mirko, Herout Adam, Hradiš Michal, Hulík Rostislav, Chrápek David, Chudý Peter, Janda Miloš, Jurzykowski Michal, Kajan Rudolf, Klicnar Lukáš, Klíma Ondřej, Kobrtek Jozef, Kolář Martin, Koplík Karel, Kouřil Jan, Kučiš Michal, Kula Michal, Láník Aleš, Maliulin Valerii, Maršík Lukáš, Materna Zdeněk, Milet Tomáš, Mlích Jozef, Musil Martin, Musil Petr, Najman Pavel, Navrátil Jan, Ondel Lucas, Otrusina Lubomír, Páldy Alexander, Pavelková Alena, Pešán Jan, Plchot Oldřich, Polok Lukáš, Přibyl Bronislav, Rydlo Karol, Ryšánek Vojtěch, Řezníček Ivo, Skála František, Smrž Pavel, Svoboda Pavel, Szentandrási István, Škoda Petr, Šolony Marek, Veľas Martin, Veselý Karel, Vlk Jan, Zahrádka Jiří, Zachariáš Michal
Team members:Salát Marek (FIT VUT), Vojvoda Jakub (FIT VUT)
Agency:Brno University of Technology
Code:FIT-S-14-2506
Start:2014-01-01
End:2016-12-31
Keywords:recognition, processing, multimedia, image processing, feature extraction, data mining, 3D data
Annotation:
Multimodal and 3D data are very important and useful kind of data processed by nowadays computers. Information processing of such data is though very difficult and computationally expensive and the same applies to recognition and imaging of such data. Therefore the research in this field of information technologies is one of the most difficult ones and also looking into its application potencial, it is one of the very important research direction. This project is a follow-up to an earlier one, called: "Advanced recognition and presentation of multimedia data".

Project description:
Cíle navrhovaného projektu: (i) zkoumat moderní možnosti zpracování a rozpoznávání multimediálních a 3D dat a návaznosti na aplikace a souvislosti s dalším výzkumem (ii) zkoumat a zlepšovat možnosti efektivní realizace výpočtů s výše uvedenými daty v mobilních zařízeních, na superpočítači, apod.

Products

2016Automatic camera calibration from video, software, 2016
Authors: Sochor Jakub, Juránek Roman
 HDR merging and postprocessing software, software, 2016
Authors: Musil Martin, Nosko Svetozár, Musil Petr
2014LAA Maps, software, 2014
Authors: Mlích Jozef, Široký Adam, Zemčík Pavel

Publications

2017KRÁLÍK Miroslav, INGROVÁ Pavlína, KOZIEL Slawomir, HUPKOVÁ Adéla and KLÍMA Ondřej. Overall trends vs. individual trajectories in the second-to-fourth digit (2D:4D) and metacarpal (2M:4M) ratios during puberty and adolescence. American Journal of Physical Anthropology. 2017, vol. 162, no. 2, pp. 1-16. ISSN 1096-8644.
2016BAŘINA David. Lifting Scheme Cores for Wavelet Transform. Brno: Publishing house of Brno University of Technology VUTIUM, 2016. ISBN 978-80-214-5378-4.
 BAŘINA David, KLÍMA Ondřej and ZEMČÍK Pavel. Single-Loop Architecture for JPEG 2000. In: Image and Signal Processing. Cham: Springer International Publishing, 2016, pp. 346-355. ISBN 978-3-319-33618-3.
 BAŘINA David, KLÍMA Ondřej and ZEMČÍK Pavel. Single-Loop Software Architecture for JPEG 2000. 2016 Data Compression Conference (DCC). Washington: IEEE Computer Society, 2016. ISBN 978-1-5090-1853-6.
 BAŘINA David, KULA Michal and ZEMČÍK Pavel. Simple Signal Extension Method for Discrete Wavelet Transform. In: Proceedings of 2016 IEEE International Conference on Signal and Image Processing. Beijing: Institute of Electrical and Electronics Engineers, 2016, pp. 534-538. ISBN 978-1-5090-2375-2.
 EGOROVA Ekaterina and SERRANO Jordi Lugue. Semi-Supervised Training of Language Model on Spanish Conversational Telephone Speech Data. In: Procedia Computer Science. Yogyakarta: Elsevier Science, 2016, pp. 114-120. ISSN 1877-0509.
 KARAFIÁT Martin, BASKAR Murali K., MATĚJKA Pavel, VESELÝ Karel, GRÉZL František and ČERNOCKÝ Jan. Multilingual BLSTM and Speaker-Specific Vector Adaptation in 2016 BUT BABEL SYSTEM. In: Proceedings of SLT 2016. San Diego: IEEE Signal Processing Society, 2016, pp. 637-643. ISBN 978-1-5090-4903-5.
 KLÍMA Ondřej, KLEPÁRNÍK Petr, ŠPANĚL Michal and ZEMČÍK Pavel. Intensity-based femoral atlas 2D/3D registration using Levenberg-Marquardt optimisation. In: Biomedical Applications in Molecular, Structural, and Functional Imaging. San Diego: SPIE - the international society for optics and photonics, 2016, pp. 1-6. ISBN 978-1-5106-0023-2.
 KOLÁŘ Martin, HRADIŠ Michal and ZEMČÍK Pavel. Deep Learning on Small Datasets using Online Image Search. In: Proceedings of 32nd Spring Conference on Computer Graphics. Bratislava: Comenius University in Bratislava, 2016, pp. 1-7. ISBN 978-1-4503-3693-2. ISSN 1335-5694.
 KULA Michal, BAŘINA David and ZEMČÍK Pavel. Block-based Approach to 2-D Wavelet Transform on GPUs. In: Information Technology: New Generations. Las Vegas, Nevada: Springer International Publishing, 2016, pp. 643-653. ISBN 978-3-319-32467-8.
 KULA Michal, BAŘINA David and ZEMČÍK Pavel. New Non-Separable Lifting Scheme for Images. In: Proceedings of 2016 IEEE International Conference on Signal and Image Processing. Beijing: Institute of Electrical and Electronics Engineers, 2016, pp. 292-295. ISBN 978-1-5090-2375-2.
 LOZANO-DIEZ Alicia, SILNOVA Anna, MATĚJKA Pavel, GLEMBEK Ondřej, PLCHOT Oldřich, PEŠÁN Jan, BURGET Lukáš and GONZALEZ-RODRIGUEZ Joaquin. Analysis and Optimization of Bottleneck Features for Speaker Recognition. In: Proceedings of Odyssey 2016. Bilbao: International Speech Communication Association, 2016, pp. 352-357. ISSN 2312-2846.
 MATĚJKA Pavel, GLEMBEK Ondřej, NOVOTNÝ Ondřej, PLCHOT Oldřich, GRÉZL František, BURGET Lukáš and ČERNOCKÝ Jan. Analysis Of DNN Approaches To Speaker Identification. In: Proceedings of the 41th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), 2016. Shanghai: IEEE Signal Processing Society, 2016, pp. 5100-5104. ISBN 978-1-4799-9988-0.
 MATERNA Zdeněk, KAPINUS Michal, ŠPANĚL Michal, BERAN Vítězslav and SMRŽ Pavel. Simplified Industrial Robot Programming: Effects of Errors onMultimodal Interaction in WoZ experiment. In: Robot and Human Interactive Communication (RO-MAN). New York City: Institute of Electrical and Electronics Engineers, 2016, pp. 1-6. ISBN 978-1-5090-3929-6.
 NOVOTNÝ Ondřej, MATĚJKA Pavel, PLCHOT Oldřich, GLEMBEK Ondřej, BURGET Lukáš and ČERNOCKÝ Jan. Analysis of Speaker Recognition Systems in Realistic Scenarios of the SITW 2016 Challenge. In: Proceedings of Interspeech 2016. San Francisco: International Speech Communication Association, 2016, pp. 828-832. ISBN 978-1-5108-3313-5.
 ONDEL Lucas, BURGET Lukáš and ČERNOCKÝ Jan. Variational Inference for Acoustic Unit Discovery. In: Procedia Computer Science. Yogyakarta: Elsevier Science, 2016, pp. 80-86. ISSN 1877-0509.
 PLCHOT Oldřich, MATĚJKA Pavel, FÉR Radek, GLEMBEK Ondřej, NOVOTNÝ Ondřej, PEŠÁN Jan, VESELÝ Karel, ONDEL Lucas, KARAFIÁT Martin, GRÉZL František, KESIRAJU Santosh, BURGET Lukáš, BRUMMER Niko, SWART Albert du Preez, CUMANI Sandro, MALLIDI Sri Harish and LI Ruizhi. BAT System Description for NIST LRE 2015. In: Proceedings of Odyssey 2016, The Speaker and Language Recognition Workshop. Bilbao: International Speech Communication Association, 2016, pp. 166-173. ISSN 2312-2846.
 PŘIBYL Bronislav, CHALMERS Alan, ZEMČÍK Pavel, HOOBERMAN Lucy and ČADÍK Martin. Evaluation of Feature Point Detection in High Dynamic Range Imagery. Journal of Visual Communication and Image Representation. Amsterdam: Elsevier Science, 2016, vol. 38, no. 1, pp. 141-160. ISSN 1047-3203.
 SVOBODA Pavel, HRADIŠ Michal, BAŘINA David and ZEMČÍK Pavel. Compression Artifacts Removal Using Convolutional Neural Networks. Journal of WSCG. Plzeň: 2016, vol. 24, no. 2, pp. 63-72. ISSN 1213-6972.
 SVOBODA Pavel, HRADIŠ Michal, MARŠÍK Lukáš and ZEMČÍK Pavel. CNN for license plate motion deblurring. In: IEEE International Conference on Image Processing (ICIP). Phoenix: IEEE Signal Processing Society, 2016, pp. 1-4. ISBN 978-1-4673-9961-6.
 VEĽAS Martin and ŠPANĚL Michal. Improving Multi-view Object Recognition by Detecting Changes in Point Clouds. In: IEEE Symposium on Computational Intelligence for Multimedia, Signal and Vision Processing. Atény: IEEE Computer Society, 2016, pp. 1-7. ISBN 978-1-5090-4239-5.
 VEĽAS Martin, ŠPANĚL Michal and HEROUT Adam. Collar Line Segments for Fast Odometry Estimation from Velodyne Point Clouds. In: Proceedings of IEEE International Conference on Robotics and Automation. Stockholm: IEEE Computer Society, 2016, pp. 4486-4491. ISBN 978-1-4673-8025-6.
 VOJVODA Jakub and BERAN Vítězslav. Feature extraction for efficient image and video segmentation. In: Proceedings of SCCG 2016. Smolenice: Association for Computing Machinery, 2016, pp. 1-7. ISBN 978-1-4503-3693-2.
 ZEMČÍK Pavel, MUSIL Petr and MUSIL Martin. High Dynamic Range Video; Concepts, Technologies and Applications. High Dynamic Range Video, 1st Edition. London: Elsevier Science, 2016, pp. 145-154. ISBN 978-0-12-809477-8.
 ŽMOLÍKOVÁ Kateřina, KARAFIÁT Martin, VESELÝ Karel, DELCROIX Marc, WATANABE Shinji, BURGET Lukáš and ČERNOCKÝ Jan. Data selection by sequence summarizing neural network in mismatch condition training. In: Proceedings of Interspeech 2016. San Francisco: International Speech Communication Association, 2016, pp. 2354-2358. ISBN 978-1-5108-3313-5.
2015BAŘINA David and ZEMČÍK Pavel. Vectorization and Parallelization of 2-D Wavelet Lifting. Journal of Real-Time Image Processing. 2015, vol. 9999, no. 9999, pp. 1-13. ISSN 1861-8200.
 BEHÚŇ Kamil, HEROUT Adam and PAVELKOVÁ Alena. Hand Gestures in Aeronautics Cockpit as a Cue for Crew State and Workload Inference. In: Proceedings of ITSC 2015. Las Palmas: The Universidad de Las Palmas de Gran Canaria, 2015, pp. 1-6. ISBN 0-00-000000-0.
 MAST Marcus, BURMESTER Michael, GRAF Brigit, WEISSHARDT Florian, ARBEITER Georg, ŠPANĚL Michal, MATERNA Zdeněk, SMRŽ Pavel and KRONREIF Gernot. Design of the human-robot interaction for a semi-autonomous service robot to assist elderly people. Ambient Assisted Living. Berlin: Springer International Publishing, 2015, pp. 15-29. ISBN 978-3-319-11865-9.
 MAST Marcus, MATERNA Zdeněk, ŠPANĚL Michal, WEISSHARDT Florian, ARBEITER Georg, BURMESTER Michael and SMRŽ Pavel. Semi-Autonomous Domestic Service Robots: Evaluation of a User Interface for Remote Manipulation and Navigation With Focus on Effects of Stereoscopic Display. International Journal of Social Robotics. 2015, vol. 2015, no. 7, pp. 183-202. ISSN 1875-4791.
 PAVELKOVÁ Alena, HEROUT Adam and BEHÚŇ Kamil. Usability of Pilot's Gaze in Aeronautic Cockpit for Safer Aircraft. In: Proceedings of ITSC 2015. Las Palmas: The Universidad de Las Palmas de Gran Canaria, 2015, pp. 1-6. ISBN 978-1-4673-6595-6.
2014BAŘINA David and ZEMČÍK Pavel. Diagonal Vectorisation of 2-D Wavelet Lifting. In: International Conference on Image Processing (ICIP). Paris: IEEE Signal Processing Society, 2014, pp. 2978-2982. ISBN 978-1-4799-5751-4.
 BAŘINA David, ZAHRÁDKA Jiří and ZEMČÍK Pavel. Wavelet Representation of Optical System Distortion. In: International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision (WSCG). Plzeň: Union Agency, 2014, pp. 11-16. ISBN 978-80-86943-71-8.
 BEHÚŇ Kamil, HEROUT Adam and PÁLDY Alexander. Kinect-Supported Dataset Creation for Human Pose Estimation. In: Proceedings of Spring Conference on Computer Graphics. Smolenice: Comenius University in Bratislava, 2014, pp. 88-95. ISBN 978-80-223-3601-7.
 CUMANI Sandro, LAFACE Pietro and PLCHOT Oldřich. On the use of i-vector posterior distributions in Probabilistic Linear Discriminant Analysis. IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH AND LANGUAGE PROCESSING. New York City: IEEE Signal Processing Society, 2014, vol. 22, no. 4, pp. 846-857. ISSN 2329-9290.
 DUBSKÁ Markéta, HEROUT Adam, JURÁNEK Roman and SOCHOR Jakub. Fully Automatic Roadside Camera Calibration for Traffic Surveillance. IEEE Transactions on Intelligent Transportation Systems. 2014, vol. 2014, no. 1, pp. 1-10. ISSN 1524-9050.
 DUBSKÁ Markéta, SOCHOR Jakub and HEROUT Adam. Automatic Camera Calibration for Traffic Understanding. In: Proceedings of BMVC 2014. Nottingham: The British Machine Vision Association and Society for Pattern Recognition, 2014, pp. 1-10. ISBN 1-901725-49-9.
 EGOROVA Ekaterina. Multi-task Neural Networks For Speech Recognition. In: Proceedings of the 20th Student Conference, EEICT 2014. Brno: Brno University of Technology, 2014, pp. 24-26. ISBN 978-80-214-4923-7.
 GRÉZL František and KARAFIÁT Martin. Adapting Multilingual Neural Network Hierarchy to a New Language. In: Proceedings of the 4th International Workshop on Spoken Language Technologies for Under- resourced Languages SLTU-2014. – St. Petersburg, Russia, 2014. St. Petersburg: International Speech Communication Association, 2014, pp. 39-45. ISBN 978-5-8088-0908-6.
 GRÉZL František and KARAFIÁT Martin. Combination of Multilingual and Semi-Supervised Training for Under-Resourced Languages. In: Proceedings of Interspeech 2014. Singapore: International Speech Communication Association, 2014, pp. 820-824. ISBN 978-1-63439-435-2.
 GRÉZL František, KARAFIÁT Martin and VESELÝ Karel. Adaptation of Multilingual Stacked Bottle-neck Neural Network Structure for New Language. In: Proceedings of ICASSP 2014. Florencie: IEEE Signal Processing Society, 2014, pp. 7704-7708. ISBN 978-1-4799-2892-7.
 HAVEL Jiří, DUBSKÁ Markéta, HEROUT Adam and JOŠTH Radovan. Real-Time Detection of Lines using Parallel Coordinates and CUDA. Journal of Real-Time Image Processing. 2014, vol. 2014, no. 9, pp. 205-216. ISSN 1861-8200.
 KAJAN Rudolf, SZENTANDRÁSI István, HEROUT Adam and PAVELKOVÁ Alena. Video Recording - A Promising Metaphor for Inter-Device Task Migration. In: Journal of WSCG. Plzeň: University of West Bohemia in Pilsen, 2014, pp. 95-103. ISBN 978-80-86943-69-5.
 KARAFIÁT Martin, GRÉZL František, VESELÝ Karel, HANNEMANN Mirko, SZŐKE Igor and ČERNOCKÝ Jan. BUT 2014 Babel System: Analysis of adaptation in NN based systems. In: Proceedings of Interspeech 2014. Singapore: International Speech Communication Association, 2014, pp. 3002-3006. ISBN 978-1-63439-435-2.
 KUČIŠ Michal, BAŘINA David, KULA Michal and ZEMČÍK Pavel. 2-D Discrete Wavelet Transform Using GPU. In: 5th Workshop on Application for Multi-Core Architectures. Paris: IEEE Computer Society, 2014, pp. 1-6. ISBN 978-1-4799-7014-8.
 LOPEZ-MORENO Ignacio, GONZALEZ-DOMINGUEZ Javier, MARTÍNEZ González David, PLCHOT Oldřich, GONZALEZ-RODRIGUEZ Joaquin and MORENO Pedro. Automatic Language Identification Using Deep Neural Networks. In: Proceeding of ICASSP 2014. Florencie: IEEE Signal Processing Society, 2014, pp. 5374-5378. ISBN 978-1-4799-2892-7.
 MILET Tomáš, KOBRTEK Jozef, ZEMČÍK Pavel and PEČIVA Jan. Fast and Robust Tessellation-Based Silhouette Shadows. In: WSCG 2014 - Poster papers proceedings. Plzeň: University of West Bohemia in Pilsen, 2014, pp. 33-38. ISBN 978-80-86943-72-5.
 OTRUSINA Lubomír and SMRŽ Pavel. Deep Learning from Web-Scale Corpora for Better Dictionary Interfaces. In: Proceedings of the 4th Workshop on Cognitive Aspects of the Lexicon (CogALex). Dublin: Association for Computational Linguistics, 2014, pp. 22-30. ISBN 978-1-63439-217-4.
 PLCHOT Oldřich, DIEZ Sánchez Mireia, SOUFIFAR Mehdi and BURGET Lukáš. PLLR Features in Language Recognition System for RATS. In: Proceedings of Interspeech 2014. Singapore: International Speech Communication Association, 2014, pp. 3048-3051. ISBN 978-1-63439-435-2.
 POLOK Lukáš, ILA Viorela S. and SMRŽ Pavel. Fast Radix Sort for Sparse Linear Algebra on GPU. In: Proceedings of the 22nd High Performance Computing Symposium (HPC'14). Tampa: Association for Computing Machinery, 2014, pp. 1-8. ISBN 1-56555-353-5.
 RYCHLÝ Marek, ŠKODA Petr and SMRŽ Pavel. Scheduling Decisions in Stream Processing on Heterogeneous Clusters. In: 2014 Eighth International Conference on Complex, Intelligent and Software Intensive Systems. Birmingham: IEEE Computer Society, 2014, pp. 614-619. ISBN 978-1-4799-4325-8.
 ŘEZNÍČEK Ivo and ZEMČÍK Pavel. Human action recognition for real-time applications. In: Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods. Angers, 2014, pp. 646-653. ISBN 978-989-758-018-5.
 SMRŽ Pavel and KOUŘIL Jan. Semantic Search in Documents Enriched by LOD-based Annotations. In: Proceedings of LREC 2014. Reykjavik: European Language Resources Association, 2014, pp. 234-237. ISBN 978-2-9517408-7-7.
 STROKINA Nataliya, JURÁNEK Roman, EEROLA Tuomas, ZEMČÍK Pavel, KÄLVIÄINEN Heikki and LENSU Lasse. Comparison of Appearance-Based and Geometry-Based Bubble Detectors. In: Proccedings of Internation Conference on Computer Vision and Graphics. Warsaw: Springer Verlag, 2014, pp. 610-617. ISBN 978-3-319-11330-2.
 ŠLOSÁR Peter, JURÁNEK Roman and HEROUT Adam. Cheap Rendering vs. Costly Annotation: Rendered Omnidirectional Dataset of Vehicles. In: Proceedings of Spring Conference on Computer Graphics. Smolenice: Comenius University in Bratislava, 2014, pp. 105-112. ISBN 978-80-223-3601-7.
 VEĽAS Martin, ŠPANĚL Michal, MATERNA Zdeněk and HEROUT Adam. Calibration of RGB Camera With Velodyne LiDAR. In: WSCG 2014 Communication Papers Proceedings. Plzeň: Union Agency, 2014, pp. 135-144. ISBN 978-80-86943-71-8. ISSN 1213-6972.

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