메뉴 건너뛰기




Volumn 39, Issue , 2012, Pages 120-128

Development of a machine learning technique for automatic analysis of seafloor image data: Case example, Pogonophora coverage at mud volcanoes

Author keywords

Automatic image analysis; H kon Mosby Mud Volcano; Image classification; Machine learning; Pogonophora recognition; Supervised learning

Indexed keywords

AUTOMATIC ANALYSIS; AUTOMATIC DETECTION; AUTOMATIC IMAGE ANALYSIS; AUTOMATIC RECOGNITION; CLASSIFICATION RATES; DATA SETS; HABITAT MAPPING; IMAGE DATA; LARGE IMAGES; MACHINE LEARNING TECHNIQUES; MOSAICKING TECHNIQUE; MUD VOLCANOES; POGONOPHORA; PRECISE ANALYSIS; RAW IMAGE DATA; SEA FLOOR; SEAFLOOR VIDEO; TEXTURAL IMAGES; TRAINING DATA; VIDEO DATA; VIDEO IMAGERY;

EID: 84855532624     PISSN: 00983004     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cageo.2011.06.020     Document Type: Article
Times cited : (20)

References (50)
  • 1
    • 0025725905 scopus 로고
    • Instance-based learning algorithms
    • Aha D., Kibler D. Instance-based learning algorithms. Machine Learning 1991, 6:37-66.
    • (1991) Machine Learning , vol.6 , pp. 37-66
    • Aha, D.1    Kibler, D.2
  • 2
    • 23844464230 scopus 로고    scopus 로고
    • Seabed video mosaicing with MATISSE: a technical overview and cruise results
    • Proceedings of the 14th International Offshore and Polar Engineering Conference, Toulon, France.
    • Allais, A.-G., Borgetto, M., Opderbecke, J., Pessel, N., Rigaud, V., 2004. Seabed video mosaicing with MATISSE: a technical overview and cruise results. In: Proceedings of the 14th International Offshore and Polar Engineering Conference, vol. 2, Toulon, France, pp. 417-421.
    • (2004) , vol.2 , pp. 417-421
    • Allais, A.-G.1    Borgetto, M.2    Opderbecke, J.3    Pessel, N.4    Rigaud, V.5
  • 5
    • 0037670172 scopus 로고    scopus 로고
    • Fate of vent-derived methane in seawater above the Håkon Mosby Mud Volcano (Norwegian Sea)
    • Damm E., Budéus G. Fate of vent-derived methane in seawater above the Håkon Mosby Mud Volcano (Norwegian Sea). Marine Chemistry 2003, 82:1-11.
    • (2003) Marine Chemistry , vol.82 , pp. 1-11
    • Damm, E.1    Budéus, G.2
  • 6
    • 33646191090 scopus 로고    scopus 로고
    • In situ fluxes and zonation of microbial activity in surface sediments of the Håkon Mosby Mud Volcano
    • de Beer D., Sauter E., Niemann H., Witte U., Boetius A. In situ fluxes and zonation of microbial activity in surface sediments of the Håkon Mosby Mud Volcano. Limnology and Oceanography 2006, 51(3):1315-1331.
    • (2006) Limnology and Oceanography , vol.51 , Issue.3 , pp. 1315-1331
    • de Beer, D.1    Sauter, E.2    Niemann, H.3    Witte, U.4    Boetius, A.5
  • 7
    • 37549016339 scopus 로고    scopus 로고
    • Fluid flow or mud eruptions? Sediment temperature distributions on Håkon Mosby mud volcano, SW Barents Sea slope
    • Feseker T., Foucher J.-P., Harmegnies F. Fluid flow or mud eruptions? Sediment temperature distributions on Håkon Mosby mud volcano, SW Barents Sea slope. Marine Geology 2008, 247(3-4):1-14.
    • (2008) Marine Geology , vol.247 , Issue.3-4 , pp. 1-14
    • Feseker, T.1    Foucher, J.-P.2    Harmegnies, F.3
  • 10
    • 60949087527 scopus 로고    scopus 로고
    • Quantifying relationships between video observations of cold-water coral cover and seafloor features in Rockall Trough, west of Ireland
    • Guinan J., Grehan A.J., Dolan M.F.J., Brown C. Quantifying relationships between video observations of cold-water coral cover and seafloor features in Rockall Trough, west of Ireland. Marine Ecology Progress Series 2009, 375:125-138.
    • (2009) Marine Ecology Progress Series , vol.375 , pp. 125-138
    • Guinan, J.1    Grehan, A.J.2    Dolan, M.F.J.3    Brown, C.4
  • 11
    • 0000916783 scopus 로고    scopus 로고
    • Practical feature subset selection for machine learning
    • McDonald, C. (Ed.), Proceedings of the 21st Australasian Computer Science Conference ACSC'98, Springer
    • Hall, M.A., Smith, L.A., 1998. Practical feature subset selection for machine learning. In: McDonald, C. (Ed.), Proceedings of the 21st Australasian Computer Science Conference ACSC'98, Springer, pp. 181-191.
    • (1998) , pp. 181-191
    • Hall, M.A.1    Smith, L.A.2
  • 12
    • 0018466704 scopus 로고
    • Statistical and structural approaches to texture
    • Haralick R.M. Statistical and structural approaches to texture. Proceedings of the IEEE 1979, 67(5):786-804.
    • (1979) Proceedings of the IEEE , vol.67 , Issue.5 , pp. 786-804
    • Haralick, R.M.1
  • 14
    • 0003096957 scopus 로고    scopus 로고
    • The anaerobic oxidation of methane: new insights in mircobial ecology and biogeochemistry
    • Springer-verlag, Berlin, Heidelberg, G. Wefer, D. Billett, D. Hebbeln, B. Joergensen, M. Schlüter, T.V. Weering (Eds.)
    • Hinrichs K.U., Boetius A. The anaerobic oxidation of methane: new insights in mircobial ecology and biogeochemistry. Ocean Margin Systems 2002, 457-477. Springer-verlag, Berlin, Heidelberg. G. Wefer, D. Billett, D. Hebbeln, B. Joergensen, M. Schlüter, T.V. Weering (Eds.).
    • (2002) Ocean Margin Systems , pp. 457-477
    • Hinrichs, K.U.1    Boetius, A.2
  • 16
    • 0033403513 scopus 로고    scopus 로고
    • Regional setting of Håkon Mosby Mud Volcano, SW Barents Sea margin
    • Hjelstuen B.O., Eldholm O., Faleide J.I., Vogt P.R. Regional setting of Håkon Mosby Mud Volcano, SW Barents Sea margin. Geo-marine Letters 1999, 19(1-2):22-28.
    • (1999) Geo-marine Letters , vol.19 , Issue.1-2 , pp. 22-28
    • Hjelstuen, B.O.1    Eldholm, O.2    Faleide, J.I.3    Vogt, P.R.4
  • 17
    • 33845568713 scopus 로고    scopus 로고
    • Automatic content-based analysis of georeferenced image data: detection of Beggiatoa mats in seafloor video mosaics from the Håkon Mosby Mud Volcano
    • Jerosch K., Lüdtke A., Schlüter M., Ioannidis G.T. Automatic content-based analysis of georeferenced image data: detection of Beggiatoa mats in seafloor video mosaics from the Håkon Mosby Mud Volcano. Computers & Geosciences 2007, 33:202-218.
    • (2007) Computers & Geosciences , vol.33 , pp. 202-218
    • Jerosch, K.1    Lüdtke, A.2    Schlüter, M.3    Ioannidis, G.T.4
  • 18
    • 34547740155 scopus 로고    scopus 로고
    • Spatial distribution of mud flows, chemoautotrophic communities, and biogeochemical habitats at Håkon Mosby Mud Volcano
    • Jerosch K., Schlüter M., Foucher J.-P., Allais A.G., Klages M., Edy C. Spatial distribution of mud flows, chemoautotrophic communities, and biogeochemical habitats at Håkon Mosby Mud Volcano. Marine Geology 2006, 243:1-17.
    • (2006) Marine Geology , vol.243 , pp. 1-17
    • Jerosch, K.1    Schlüter, M.2    Foucher, J.-P.3    Allais, A.G.4    Klages, M.5    Edy, C.6
  • 19
    • 34547755705 scopus 로고    scopus 로고
    • Spatial analysis of marine categorical information using indicator kriging applied to georeferenced video mosaics of the deep-sea Håkon Mosby Mud Volcano
    • Jerosch K., Schlüter M., Pesch R. Spatial analysis of marine categorical information using indicator kriging applied to georeferenced video mosaics of the deep-sea Håkon Mosby Mud Volcano. Ecological Informatics 2006, 1:391-406.
    • (2006) Ecological Informatics , vol.1 , pp. 391-406
    • Jerosch, K.1    Schlüter, M.2    Pesch, R.3
  • 21
    • 33646199391 scopus 로고    scopus 로고
    • Estimating mud expulsion rates from temperature measurements on Håkon Mosby Mud Volcano, SW Barents Sea
    • Kaul N., Foucher J.-P., Heesemann M. Estimating mud expulsion rates from temperature measurements on Håkon Mosby Mud Volcano, SW Barents Sea. Marine Geology 2006, 229:1-14.
    • (2006) Marine Geology , vol.229 , pp. 1-14
    • Kaul, N.1    Foucher, J.-P.2    Heesemann, M.3
  • 22
    • 33747376402 scopus 로고    scopus 로고
    • Coral point count with excel extensions (CPCe): a visual basic program for the determination of coral and substrate coverage using random point count methodology
    • Kohler K.E., Gill S.M. Coral point count with excel extensions (CPCe): a visual basic program for the determination of coral and substrate coverage using random point count methodology. Marine Geology 2006, 32:1259-1269.
    • (2006) Marine Geology , vol.32 , pp. 1259-1269
    • Kohler, K.E.1    Gill, S.M.2
  • 23
    • 0036628246 scopus 로고    scopus 로고
    • Significance of mud volcanism
    • Kopf A.K. Significance of mud volcanism. Reviews of Geophysics 2002, 40(2).
    • (2002) Reviews of Geophysics , vol.40 , Issue.2
    • Kopf, A.K.1
  • 25
    • 0033450846 scopus 로고    scopus 로고
    • Chemical and isotopic evidence for the nature of the fluid in CH4-containing sediments of the Håkon Mosby Mud Volcano
    • Lein A., Vogt P., Crane K., Egorov A., Ivanov M. Chemical and isotopic evidence for the nature of the fluid in CH4-containing sediments of the Håkon Mosby Mud Volcano. Geo-marine Letters 1999, 19:76-83.
    • (1999) Geo-marine Letters , vol.19 , pp. 76-83
    • Lein, A.1    Vogt, P.2    Crane, K.3    Egorov, A.4    Ivanov, M.5
  • 27
    • 52049109577 scopus 로고    scopus 로고
    • Endosymbiosis between bacteria and deep-sea siboglinid tubeworms from an Arctic Cold Seep (Håkon Mosby Mud Volcano, Barents Sea)
    • Lösekann T., Robador A., Niemann H., Knittel K., Boetius A., Dubilier N. Endosymbiosis between bacteria and deep-sea siboglinid tubeworms from an Arctic Cold Seep (Håkon Mosby Mud Volcano, Barents Sea). Environmental Microbiology 2008, 10(12):3237-3254.
    • (2008) Environmental Microbiology , vol.10 , Issue.12 , pp. 3237-3254
    • Lösekann, T.1    Robador, A.2    Niemann, H.3    Knittel, K.4    Boetius, A.5    Dubilier, N.6
  • 28
    • 84855541514 scopus 로고    scopus 로고
    • Analyse und Beschreibung von Texturen
    • Master's Thesis, Universität Bremen.
    • Miene, A., Möhrke, O., 1997. Analyse und Beschreibung von Texturen. Master's Thesis, Universität Bremen.
    • (1997)
    • Miene, A.1    Möhrke, O.2
  • 29
    • 0034659431 scopus 로고    scopus 로고
    • Worldwide distribution of submarine mud volcanoes and associated gas hydrates
    • Milkov A.V. Worldwide distribution of submarine mud volcanoes and associated gas hydrates. Marine Geology 2000, 167:29-42.
    • (2000) Marine Geology , vol.167 , pp. 29-42
    • Milkov, A.V.1
  • 30
    • 0033451191 scopus 로고    scopus 로고
    • Sea-floor terrains of Håkon Mosby Mud Volcano as surveyed by deep-tow video and still photography
    • Milkov A.V., Vogt P.R., Cherkashev G. Sea-floor terrains of Håkon Mosby Mud Volcano as surveyed by deep-tow video and still photography. Geo-marine Letters 1999, 19:38-47.
    • (1999) Geo-marine Letters , vol.19 , pp. 38-47
    • Milkov, A.V.1    Vogt, P.R.2    Cherkashev, G.3
  • 31
    • 2142658871 scopus 로고    scopus 로고
    • Geological, geochemical, and microbial processes at the hydrate-bearing Håkon Mosby Mud Volcano: a review
    • Milkov A.V., Vogt P.R., Crane K., Lein A.Y., Sassen R., Cherkashev G. Geological, geochemical, and microbial processes at the hydrate-bearing Håkon Mosby Mud Volcano: a review. Chemical Geology 2004, 205:347-366.
    • (2004) Chemical Geology , vol.205 , pp. 347-366
    • Milkov, A.V.1    Vogt, P.R.2    Crane, K.3    Lein, A.Y.4    Sassen, R.5    Cherkashev, G.6
  • 33
    • 0013111818 scopus 로고
    • Five Balltree Construction Algorithms
    • Technical Report TR-89-063, International Computer Science Institute.
    • Omohundro, S.M., 1989. Five Balltree Construction Algorithms. Technical Report TR-89-063, International Computer Science Institute.
    • (1989)
    • Omohundro, S.M.1
  • 35
    • 65549151403 scopus 로고    scopus 로고
    • The Håkon Mosby Mud Volcano: 330 000 years of focused fluid flow activity at the SW Barents Sea slope
    • Perez-Garcia C., Feseker T., Mienert J., Berndt C. The Håkon Mosby Mud Volcano: 330 000 years of focused fluid flow activity at the SW Barents Sea slope. Marine Geology 2009, 262:105-115.
    • (2009) Marine Geology , vol.262 , pp. 105-115
    • Perez-Garcia, C.1    Feseker, T.2    Mienert, J.3    Berndt, C.4
  • 37
    • 74049153287 scopus 로고    scopus 로고
    • Use of machine-learning algorithms for the automated detection of cold-water coral habitats-a pilot study
    • Purser A., Bergmann M., Lundälv T., Ontrup J., Nattkemper T. Use of machine-learning algorithms for the automated detection of cold-water coral habitats-a pilot study. Marine Ecology Progress Series 2009, 397:241-251.
    • (2009) Marine Ecology Progress Series , vol.397 , pp. 241-251
    • Purser, A.1    Bergmann, M.2    Lundälv, T.3    Ontrup, J.4    Nattkemper, T.5
  • 40
    • 0034625191 scopus 로고    scopus 로고
    • Two new species of Pogonophoran from the arctic mud volcano off northwestern Norway
    • Smirnov R.V. Two new species of Pogonophoran from the arctic mud volcano off northwestern Norway. Sarsia 2000, 85:141-150.
    • (2000) Sarsia , vol.85 , pp. 141-150
    • Smirnov, R.V.1
  • 43
    • 0026256261 scopus 로고
    • Satisfying general proximity/similarity queries with metric trees
    • Uhlmann J.K. Satisfying general proximity/similarity queries with metric trees. Information Processing Letters 1991, 40(4):175-179.
    • (1991) Information Processing Letters , vol.40 , Issue.4 , pp. 175-179
    • Uhlmann, J.K.1
  • 45
    • 1542609985 scopus 로고    scopus 로고
    • Real-time georeferenced video mosaicing with the MATISSE system
    • Proceedings of the Oceans 2003 Marine Technology and Ocean Science Conference, MTS/IEEE OCEANS'03, San-Diego, USA.
    • Vincent, A.G., Jouffroy, J., Pessel, N., Opderbecke, J., Borgetto, M., Rigaud, V., 2003. Real-time georeferenced video mosaicing with the MATISSE system. In: Proceedings of the Oceans 2003 Marine Technology and Ocean Science Conference, MTS/IEEE OCEANS'03, vol. 4, San-Diego, USA, pp. 2319-2324.
    • (2003) , vol.4 , pp. 2319-2324
    • Vincent, A.G.1    Jouffroy, J.2    Pessel, N.3    Opderbecke, J.4    Borgetto, M.5    Rigaud, V.6
  • 47
    • 0033427193 scopus 로고    scopus 로고
    • The Norwegian-Barents-Svalbard (NBS) continental margin: introducing a natural laboratory of mass wasting, hydrates and ascent of sediment pore water and methane
    • Vogt P.R., Gardner J., Crane K. The Norwegian-Barents-Svalbard (NBS) continental margin: introducing a natural laboratory of mass wasting, hydrates and ascent of sediment pore water and methane. Geo-Marine Letters 1999, 19:2-21.
    • (1999) Geo-Marine Letters , vol.19 , pp. 2-21
    • Vogt, P.R.1    Gardner, J.2    Crane, K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.