Automatic content-based analysis of georeferenced image data: Detection of Beggiatoa mats in seafloor video mosaics from the Håkon Mosby Mud Volcano

The combination of new underwater technology as remotely operating vehicles (ROVs), high-resolution video imagery, and software to compute georeferenced mosaics of the seafloor provides new opportunities for marine geological or biological studies and applications in offshore industry. Even during single surveys by ROVs or towed systems large amounts of images are compiled. While these underwater techniques are now well-engineered, there is still a lack of methods for the automatic analysis of the acquired image data. During ROV dives more than 4200 georeferenced video mosaics were compiled for the HAkon Mosby Mud Volcano (HMMV). Mud volcanoes as HMMV are considered as significant source locations for methane characterised by unique chemoautotrophic communities as Beggiatoa mats. For the detection and quantification of the spatial distribution of Beggiatoa mats an automated image analysis technique was developed, which applies watershed transformation and relaxation-based labelling of pre-segmented regions. Comparison of the data derived by visual inspection of 2840 video images with the automated image analysis revealed similarities with a precision better than 90%. We consider this as a step towards a time-efficient and accurate analysis of seafloor images for computation of geochemical budgets and identification of habitats at the seafloor.

[1]  V. A. Soloviev,et al.  Gas hydrate accumulation at the Håkon Mosby Mud Volcano , 1999 .

[2]  Achim J Kopf,et al.  SIGNIFICANCE OF MUD VOLCANISM , 2002 .

[3]  Jens Greinert,et al.  Depth-related structure and ecological significance of cold-seep communities—a case study from the Sea of Okhotsk , 2003 .

[4]  Azriel Rosenfeld,et al.  Computer Vision , 1988, Adv. Comput..

[5]  Anders Solheim,et al.  Seafloor atlas of the northern Norwegian - Greenland Sea , 1995 .

[6]  Kerstin Jerosch,et al.  Spatial distribution of mud flows, chemoautotrophic communities, and biogeochemical habitats at Håkon Mosby Mud Volcano , 2007 .

[7]  Kerstin Jerosch,et al.  Methane discharge from a deep-sea submarine mud volcano into the upper water column by gas hydrate-coated methane bubbles , 2006 .

[8]  Olaf Pfannkuche,et al.  A marine microbial consortium apparently mediating anaerobic oxidation of methane , 2000, Nature.

[9]  Peter R. Vogt,et al.  Sea-floor terrains of Håkon Mosby Mud Volcano as surveyed by deep-tow video and still photography , 1999 .

[10]  William W. Sager,et al.  Side-scan sonar imaging of hydrocarbon seeps on the Louisiana continental slope , 2004 .

[11]  A. Milkov Worldwide distribution of submarine mud volcanoes and associated gas hydrates , 2000 .

[12]  Roman V. Smirnov,et al.  Two new species of Pogonophora from the arctic mud volcano off northwestern Norway , 2000 .

[13]  Cyril W. Cleverdon,et al.  Aslib Cranfield research project - Factors determining the performance of indexing systems; Volume 1, Design; Part 2, Appendices , 1966 .

[14]  A. V. Egorov,et al.  Chemical and isotopic evidence for the nature of the fluid in CH4-containing sediments of the Håkon Mosby Mud Volcano , 1999 .

[15]  E. R. Davies,et al.  Machine vision - theory, algorithms, practicalities , 2004 .

[16]  Cyril W. Cleverdon,et al.  Factors determining the performance of indexing systems , 1966 .

[17]  Gerold Wefer,et al.  Ocean Margin Systems , 2003 .

[18]  Sven Petersen,et al.  The physicochemical habitat of Sclerolinum sp. at Hook Ridge hydrothermal vent, Bransfield Strait, Antarctica , 2005 .

[19]  Josef Kittler,et al.  Relaxation labelling algorithms - a review , 1986, Image Vis. Comput..

[20]  William W. Sager,et al.  Geophysical signatures of mud mounds at hydrocarbon seeps on the Louisiana continental slope, northern Gulf of Mexico , 2003 .

[21]  A. V. Egorov,et al.  Gas hydrates that outcrop on the sea floor: stability models , 1999 .

[22]  Alla Yu Lein,et al.  Methane seep community of the Håkon Mosby mud volcano (the Norwegian Sea): composition and trophic aspects , 2003 .

[23]  Olav Eldholm,et al.  Regional setting of Håkon Mosby Mud Volcano, SW Barents Sea margin , 1999 .

[24]  A. S. Savvichev,et al.  Microbiological Processes of the Carbon and Sulfur Cycles at Cold Methane Seeps of the North Atlantic , 2000, Microbiology.

[25]  Jos B. T. M. Roerdink,et al.  The Watershed Transform: Definitions, Algorithms and Parallelization Strategies , 2000, Fundam. Informaticae.

[26]  Thomas Soltwedel,et al.  The small-sized benthic biota of the Håkon Mosby Mud Volcano (SW Barents Sea slope) , 2005 .

[27]  Alla Yu Lein,et al.  Geological, geochemical, and microbial processes at the hydrate-bearing Håkon Mosby mud volcano: a review , 2004 .