Rapid image processing and classification in underwater exploration using advanced high performance computing
Schoening T, Langenkämper D, Steinbrink B, Brün D, Nattkemper TW (In Press)
In: Proc. of the IEEE Oceans. Washington DC, USA: IEEE.
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Autor*in
Schoening, TimmUniBi;
Langenkämper, DanielUniBi 
;
Steinbrink, Björn;
Brün, Daniel;
Nattkemper, Tim WilhelmUniBi
;
Steinbrink, Björn;
Brün, Daniel;
Nattkemper, Tim WilhelmUniBi Einrichtung
Abstract / Bemerkung
Computational underwater image analysis is developing
into a mature field of research, with an increasing number
of companies, academic groups and researchers showing interest in it. While on the one hand, the basic question is addressed by many groups, how algorithms can be applied to automatically detect and classify objects of interest (OOI) in underwater image footage, on the other hand the questions for efficiency and performance, i.e. the time a computer (or a compute cluster) needs to perform this task, has received much attention yet. In this paper we will show, how nowadays methods for high performance computing like parallelization and GPU computing via CUDA (Compute Unified Device Architecture) can be used to achieve both, image enhancement and segmentation in less than 0:2 sec per image (4224 2376 pixel) on average, which paves the way to real time online applications.
Stichworte
underwater image analysis;
marine informatics;
segmentation;
underwater image informatics;
segmentation;
GPU;
parallelization;
underwater image enhancement
Erscheinungsjahr
2015
Titel des Konferenzbandes
Proc. of the IEEE Oceans
Konferenz
IEEE Oceans
Konferenzort
Washungton DC, USA
Page URI
https://pub.uni-bielefeld.de/record/2775947
Zitieren
Schoening T, Langenkämper D, Steinbrink B, Brün D, Nattkemper TW. Rapid image processing and classification in underwater exploration using advanced high performance computing. In: Proc. of the IEEE Oceans. Washington DC, USA: IEEE; In Press.
Schoening, T., Langenkämper, D., Steinbrink, B., Brün, D., & Nattkemper, T. W. (In Press). Rapid image processing and classification in underwater exploration using advanced high performance computing. Proc. of the IEEE Oceans
Schoening, Timm, Langenkämper, Daniel, Steinbrink, Björn, Brün, Daniel, and Nattkemper, Tim Wilhelm. In Press. “Rapid image processing and classification in underwater exploration using advanced high performance computing”. In Proc. of the IEEE Oceans. Washington DC, USA: IEEE.
Schoening, T., Langenkämper, D., Steinbrink, B., Brün, D., and Nattkemper, T. W. (In Press). “Rapid image processing and classification in underwater exploration using advanced high performance computing” in Proc. of the IEEE Oceans (Washington DC, USA: IEEE).
Schoening, T., et al., In Press. Rapid image processing and classification in underwater exploration using advanced high performance computing. In Proc. of the IEEE Oceans. Washington DC, USA: IEEE.
T. Schoening, et al., “Rapid image processing and classification in underwater exploration using advanced high performance computing”, Proc. of the IEEE Oceans, Washington DC, USA: IEEE, In Press.
Schoening, T., Langenkämper, D., Steinbrink, B., Brün, D., Nattkemper, T.W.: Rapid image processing and classification in underwater exploration using advanced high performance computing. Proc. of the IEEE Oceans. IEEE, Washington DC, USA (In Press).
Schoening, Timm, Langenkämper, Daniel, Steinbrink, Björn, Brün, Daniel, and Nattkemper, Tim Wilhelm. “Rapid image processing and classification in underwater exploration using advanced high performance computing”. Proc. of the IEEE Oceans. Washington DC, USA: IEEE, In Press.
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