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Published in: Artificial Life and Robotics 3/2019

02-01-2019 | Original Article

Long-distance sea wave extraction method based on improved Otsu algorithm

Authors: Ying Yang, Cunwei Lu

Published in: Artificial Life and Robotics | Issue 3/2019

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Abstract

Sea wave extraction is the foundation of sea wave measurement, which plays a significant role in binocular stereo vision-based tsunami early-warning systems. However, long-distance sea surface images possess two typical features: ununiformed illuminance and a low signal-to-noise ratio that makes it difficult to extract sea waves out from sea surface images and that leads to incorrect extractions. In this paper, we improved the Otsu algorithm to realize a dynamic multi-threshold algorithm for sea wave extraction. First, the original image was divided into small blocks and the dynamic multi-thresholds were determined according to local sea surface illuminance. Then an evaluation function was defined to add constraint conditions to adjacent blocks’ thresholds. Finally, sea waves were extracted out using the blocks’ thresholds in all the blocks. As seen in our experimental results, the correct extraction rate was 80.9%, most sea waves are extracted regardless of their intensity.

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Literature
1.
go back to reference Barrientos SE, Ward SN (1990) The 1960 Chile earthquake: inversion for slip distribution from surface deformation. Geophys J Int 103(3):589–598CrossRef Barrientos SE, Ward SN (1990) The 1960 Chile earthquake: inversion for slip distribution from surface deformation. Geophys J Int 103(3):589–598CrossRef
2.
go back to reference Suzuki W, Aoi S, Sekiguchi H, Kunugi T (2012) Source rupture process of the 2011 Tohoku-Oki earthquake derived from strong-motion records. In: Proceedings of the fifteenth world conference on earthquake engineering. Lisbon, Portugal Suzuki W, Aoi S, Sekiguchi H, Kunugi T (2012) Source rupture process of the 2011 Tohoku-Oki earthquake derived from strong-motion records. In: Proceedings of the fifteenth world conference on earthquake engineering. Lisbon, Portugal
6.
go back to reference Christian M, Scott ES, Alex IN, Frank G (2005) Technology developments in real-time tsunami measuring monitoring and forecasting. In: Proceedings of OCEANS 2005MTS/IEEE, Washington, DC, USA, 17–23 Sept. 2005, 0197-7385 Christian M, Scott ES, Alex IN, Frank G (2005) Technology developments in real-time tsunami measuring monitoring and forecasting. In: Proceedings of OCEANS 2005MTS/IEEE, Washington, DC, USA, 17–23 Sept. 2005, 0197-7385
7.
go back to reference Yu K (2015) Tsunami-wave parameter estimation using gnss-based sea surface height measurement. IEEE Trans Geosci Remote Sens 53(5): 2603–2611CrossRef Yu K (2015) Tsunami-wave parameter estimation using gnss-based sea surface height measurement. IEEE Trans Geosci Remote Sens 53(5): 2603–2611CrossRef
11.
go back to reference Cai Y, Lu C, Yan L, Tsujino K (2017) Cooperative control of dual camera rotation using angle feedback. In: Proceedings of the 2017 IEICE general conference, Nagoya, Japan, Mar 22–25, 2017, D-11-42 Cai Y, Lu C, Yan L, Tsujino K (2017) Cooperative control of dual camera rotation using angle feedback. In: Proceedings of the 2017 IEICE general conference, Nagoya, Japan, Mar 22–25, 2017, D-11-42
12.
go back to reference Yin G (2007) Image segmentation based on threshold. Xi’an Electronic and Science University, Xi’an Yin G (2007) Image segmentation based on threshold. Xi’an Electronic and Science University, Xi’an
13.
go back to reference Lindeberg T (1998) Edge detection and ridge detection with automatic scale selection. Int J Comput Vision 30(2):117–154CrossRef Lindeberg T (1998) Edge detection and ridge detection with automatic scale selection. Int J Comput Vision 30(2):117–154CrossRef
14.
go back to reference Adams R, Bischof L (1994) Seeded region growing. IEEE Trans Pattern Anal Mach Intell 16(6):641–647CrossRef Adams R, Bischof L (1994) Seeded region growing. IEEE Trans Pattern Anal Mach Intell 16(6):641–647CrossRef
15.
go back to reference Otsu N (1979) A threshold selection method from gray level histograms. IEEE Trans Syst Man Cyber 9(1):62–66CrossRef Otsu N (1979) A threshold selection method from gray level histograms. IEEE Trans Syst Man Cyber 9(1):62–66CrossRef
Metadata
Title
Long-distance sea wave extraction method based on improved Otsu algorithm
Authors
Ying Yang
Cunwei Lu
Publication date
02-01-2019
Publisher
Springer Japan
Published in
Artificial Life and Robotics / Issue 3/2019
Print ISSN: 1433-5298
Electronic ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-018-0516-0

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