Ontology-Based Modelling of Ocean Satellite Images

In this paper we will define an ontology about the semantic content of ocean satellite images in which we are able to represent types of ocean structures, spatial and morphological concepts, and knowledge about measures of temperature, chrolophyll concentration, among others. Such ontology will provide the basis of a classification system based on the low-level features of images. We have tested our approach using the Protege semantic web tool.

[1]  Dan Brickley,et al.  Resource Description Framework (RDF) Model and Syntax Specification , 2002 .

[2]  Zhang Hai-ling Semantic Integration and Retrieval of Multimedia Metadata , 2007 .

[3]  Chrisa Tsinaraki,et al.  Integration of OWL Ontologies in MPEG-7 and TV-Anytime Compliant Semantic Indexing , 2004, CAiSE.

[4]  Jose A. Piedra-Fernández,et al.  Pattern Recognition in AVHRR Images by Means of Hibryd and Neuro-fuzzy Systems , 2005, EUROCAST.

[5]  Shih-Fu Chang,et al.  Overview of the MPEG-7 standard , 2001, IEEE Trans. Circuits Syst. Video Technol..

[6]  Shih-Fu Chang,et al.  VisualSEEk: a fully automated content-based image query system , 1997, MULTIMEDIA '96.

[7]  Ferran Marqués,et al.  Automatic tool for the precise detection of upwelling and filaments in remote sensing imagery , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[8]  Jane Hunter,et al.  Rules-By-Example - A Novel Approach to Semantic Indexing and Querying of Images , 2004, SEMWEB.

[9]  Zao Liu,et al.  Content-Based Information Retrieval and Digital Libraries , 2008 .

[10]  James A. Hendler,et al.  The Semantic Web" in Scientific American , 2001 .

[11]  James Ze Wang,et al.  SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Claudio Gutierrez,et al.  Survey of graph database models , 2008, CSUR.

[13]  Helmut Mayer,et al.  Automatic Object Extraction from Aerial Imagery - A Survey Focusing on Buildings , 1999, Comput. Vis. Image Underst..

[14]  James Ze Wang,et al.  Image retrieval: Ideas, influences, and trends of the new age , 2008, CSUR.

[15]  Raphaël Troncy,et al.  Designing and Using an Audio-Visual Description Core Ontology , 2004 .

[16]  Boris Motik,et al.  OWL 2: The next step for OWL , 2008, J. Web Semant..

[17]  Lora Aroyo,et al.  The Semantic Web: Research and Applications , 2009, Lecture Notes in Computer Science.

[18]  Jose A. Piedra-Fernández,et al.  Application of Fuzzy Lattice Neurocomputing (FLN) in Ocean Satellite Images for Pattern Recognition , 2007, Computational Intelligence Based on Lattice Theory.

[19]  Allan Hanbury,et al.  A survey of methods for image annotation , 2008, J. Vis. Lang. Comput..

[20]  Henrik Eriksson,et al.  The evolution of Protégé: an environment for knowledge-based systems development , 2003, Int. J. Hum. Comput. Stud..

[21]  Javier Marcello,et al.  Featured-Based Algorithm for the Automated Registration of Multisensorial / Multitemporal Oceanographic Satellite Imagery , 2009, Algorithms.

[22]  John R. Smith,et al.  Large-scale concept ontology for multimedia , 2006, IEEE MultiMedia.

[23]  Ying Liu,et al.  A survey of content-based image retrieval with high-level semantics , 2007, Pattern Recognit..

[24]  Steffen Staab,et al.  COMM: A Core Ontology for MultimediaAnnotation , 2009, Handbook on Ontologies.

[25]  Steffen Staab,et al.  Semantic Annotation of Images and Videos for Multimedia Analysis , 2005, ESWC.

[26]  James Ze Wang,et al.  Real-Time Computerized Annotation of Pictures , 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[27]  R. Doyle The American terrorist. , 2001, Scientific American.

[28]  Ferran Marqués,et al.  Methodology for the estimation of ocean surface currents using region matching and differential algorithms , 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

[29]  Roberto Moreno-Díaz,et al.  Computer Aided Systems Theory - EUROCAST 2005, 10th International Conference on Computer Aided Systems Theory, Las Palmas de Gran Canaria, Spain, February 7-11, 2005, Revised Selected Papers , 2005, EUROCAST.

[30]  Jeffrey M. Bradshaw,et al.  Applying KAoS Services to Ensure Policy Compliance for Semantic Web Services Workflow Composition and Enactment , 2004, SEMWEB.

[31]  James Ze Wang,et al.  SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[32]  Mirina Grosz,et al.  World Wide Web Consortium , 2010 .