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Original Articles

Benthic Habitat Mapping from Seabed Images using Ensemble of Color, Texture, and Edge Features

Pages 1072-1081 | Received 02 Sep 2012, Accepted 22 Mar 2013, Published online: 19 Jun 2013

References

  • Derwent habitat maps , http://www.derwentestuary.org.au/index.php?id=53, Last accessed June 2012 .
  • Mishra , D. , Narumalani , S. , Rundquist , D. and Lawson , M. 2005 . Highresolution ocean color remote sensing of benthic habitats: a case study at the roatan island, honduras . IEEE Trans. Geosci. Remote Sens. , 43 ( 7 ) : 1592 – 1604 .
  • Gullstrom , M. , Lunden , B. , Bodin , M. , Kangwe , J. , Ohman , M. , Mtolera , M. and Bjork , M. 2006 . Assessment of changes in the seagrass-dominated submerged vegetation of tropical chwaka bay (zanzibar) using satellite remote sensing . Estuarine Coastal and Shelf Science , 67 ( 3 ) APR : 399 – 408 .
  • Silva , T. S. F. , Costa , M. P. F. , Melack , J. M. and Novo , E. M. L. M. 2008 . Remote sensing of aquatic vegetation: theory and applications . Environmental Monitoring and Assessment , 140 ( 1-3 ) MAY : 131 – 145 .
  • Phinn , S. , Roelfsema , C. , Brando , V. , Dekker , A. and Anstee , J. 2008 . Mapping seagrass species, cover and biomass in shallow waters: An assessment of satellite multi-spectral and airborne hyper-spectral imaging systems in moreton bay (australia) . Remote Sensing of Environment , 112 ( 8 ) : 3413 – 3425 .
  • A. Davie , K. Hartmann , G. Timms , M. de Groot , J. McCulloch , “ Benthic habitat mapping with autonomous underwater vehicles ,” OCEANS 2008 , pp. 1 – 9 , 2008 .
  • A. Durrant , and M Dunbabin , “ Real-time image classification for adaptive mission planning using an Autonomous Underwater Vehicle ,” OCEANS 2011 , pp. 1 – 6 , Sept . 2011 .
  • R. Clement , M. Dunbabin , and G Wyeth , “ Toward Robust Image Detection of Crown-of-Thorns Starfish for Autonomous Population Monitoring ,” Australasian Conference on Robotics and Automation , 2005 .
  • A. Denuelle and M. Dunbabin , “ Kelp Detection in Highly Dynamic Environments Using Texture Recognition ,” Australasian Conference on Robotics and Automation , 2010 .
  • D. Smith and M. Dunbabin , “ Automated Counting of the Northern Pacific Sea Star in the Derwent Using Shape Recognition ,” Digital Image Computing Techniques and Applications (DICTA ‘07) . pp. 500 – 507 , 2007 .
  • D. M. Steinberg , S. B. Williams , O. Pizarro , and M. V. Jakuba , “ Towards autonomous habitat classification using Gaussian Mixture Models ,” IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) , pp. 4424 – 4431 , 2010 .
  • D. M. Steinberg , O. Pizarro , S. B. Williams , and M. V. Jakuba , “ Dirichlet process mixture models for autonomous habitat classification ,” IEEE OCEANS 2010 , pp. 1 – 7 , 2010 .
  • S. P. Bernhardt , and L. R. Griffing , “ An evaluation of image analysis at benthic sites based on color segmentation ,” Proceedings of the International Conference of Scientific Aspects of Coral Reef Assessment, monitoring, and Restoration , 1999 .
  • Lundblad , E. R. , Wright , D. J. , Miller , J. , Larkin , E. M. , Rinehart , R. , Naar , D. F. and Donahue , B. T. 2006 . A Benthic Terrain Classification Scheme for American Samoa . Marine Geodesy , 29 ( 2 ) : 89 – 111 .
  • Rahman , A. and Verma , B. 2011 . Novel Layered Clustering-Based Approach for Generating Ensemble of Classifiers . IEEE Transactions on Neural Networks , 22 ( 5 ) May : 781 – 792 .
  • A. Rahman and B. Verma , “ A Novel Ensemble Classifier Approach using Weak Classifier Learning on Overlapping Clusters , ” Proc. IEEE International Joint Conference on Neural Networks (IJCNN) , Barcelona , , Spain , 2010 .
  • M. Galar , A. Fernández , E. Barrenechea , H. Bustince , and F. Herrera , “ An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes, Pattern Recognition ,” vol. 44 , issue 8 , pp. 1761 – 1776 , ISSN 0031-3203 , doi: 10.1016/j.patcog.2011.01.017 , August 2011 .
  • C. –C. Chang and C. –J. Lin , “ LIBSVM: a library for support vector machines ,” ACM Transactions on Intelligent Systems and Technology , 2011 .

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