Publication detail

Big Data Analysis for Media Production

BLAT, J. EVANS, A. KIM, H. IMRE, E. POLOK, L. ILA, V. NIKOLAIDIS, N. ZEMČÍK, P. TEFAS, A. SMRŽ, P. HILTON, A. PITAS, I.

Original Title

Big Data Analysis for Media Production

Type

journal article in Web of Science

Language

English

Original Abstract

A typical high-end film production generates several terabytes of data per day, either as footage from multiple cameras or as background information regarding the set (laser scans, spherical captures, etc). This paper presents solutions to improve the integration of the multiple data sources, and understand their quality and content, which are useful both to support creative decisions on-set (or near it) and enhance the postproduction process. The main cinema specific contributions, tested on a multisource production dataset made publicly available for research purposes, are the monitoring and quality assurance of multicamera set-ups, multisource registration and acceleration of 3-D reconstruction, anthropocentric visual analysis techniques for semantic content annotation, and integrated 2-D-3-D web visualization tools. We discuss as well improvements carried out in basic techniques for acceleration, clustering and visualization, which were necessary to deal with the very large multisource data, and can be applied to other big data problems in diverse application fields.

Keywords

Anthropocentric semantic video analysis; big media data analysis and integration; graph processing acceleration; multimodal data processing; outdoor 3-D reconstruction; web 3-D visualization

Authors

BLAT, J.; EVANS, A.; KIM, H.; IMRE, E.; POLOK, L.; ILA, V.; NIKOLAIDIS, N.; ZEMČÍK, P.; TEFAS, A.; SMRŽ, P.; HILTON, A.; PITAS, I.

RIV year

2015

Released

31. 12. 2015

ISBN

1089-7798

Periodical

IEEE Communication Letters

Year of study

104

Number

11

State

United States of America

Pages from

2085

Pages to

2113

Pages count

29

URL

http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7350093

BibTex

@article{BUT119929,
  author="Josep {Blat} and Alun {Evans} and Hansung {Kim} and Evren {Imre} and Lukáš {Polok} and Viorela Simona {Ila} and Nikos {Nikolaidis} and Pavel {Zemčík} and Anastasios {Tefas} and Pavel {Smrž} and Adrian {Hilton} and Ioannis {Pitas}",
  title="Big Data Analysis for Media Production",
  journal="IEEE Communication Letters",
  year="2015",
  volume="104",
  number="11",
  pages="2085--2113",
  doi="10.1109/JPROC.2015.2496111",
  issn="1089-7798",
  url="http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7350093"
}