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.

Conference Paper | In Press | English

No fulltext has been uploaded

Author
Abstract
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.
Publishing Year
Conference
IEEE Oceans
Location
Washungton DC, USA
PUB-ID

Cite this

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, 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.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Search this title in

Google Scholar