Reasoning about Qualitative Spatial Relationships

In this paper, we consider various spatial relationships that are of general interest in pictorial database systems and other applications. We present a set of rules that allow us to deduce new relationships from a given set of relationships. A deductive mechanism using these rules can be used in query-processing systems that retrieve pictures by content. The given set of rules is shown to be sound; that is, the deductions are logically correct. The rules are also shown to be complete for three-dimensional systems; that is, every relationship that is implied by a given consistent set of relationships F is deducible from F using the given rules. In addition, we show that the given set of rules is incomplete for two-dimensional systems. We also present efficient algorithms for the deduction and reduction problems. The deduction problem consists of computing all the relationships deducible from a given set, while the reduction problem consists of computing a minimal subset of a given set of relationships that implies all the relationships in the given set.

[1]  V. S. Subrahmanian,et al.  Multimedia Database Systems , 1993, Artificial Intelligence.

[2]  Shi-Kuo Chang,et al.  Iconic Indexing by 2-D Strings , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[3]  Max J. Egenhofer,et al.  A Formal Definition of Binary Topological Relationships , 1989, FODO.

[4]  Vijay V. Raghavan,et al.  Design and evaluation of algorithms for image retrieval by spatial similarity , 1995, TOIS.

[5]  Raymond Reiter,et al.  A Logical Framework for Depiction and Image Interpretation , 1989, Artif. Intell..

[6]  Pasquale Savino,et al.  An Information-Retrieval Approach for Image Databases , 1992, VLDB.

[7]  King-Lup Liu,et al.  Similarity based Retrieval of Pictures Using Indices on Spatial Relationships , 1995, VLDB.

[8]  David Anthony Randell,et al.  Analysing the familiar : reasoning about space and time in the everyday world , 1991 .

[9]  V. S. Subrahmanian,et al.  Structured multimedia database systems , 1994 .

[10]  James F. Allen Maintaining knowledge about temporal intervals , 1983, CACM.

[11]  William I. Grosky,et al.  Image Database Management , 1992, Adv. Comput..

[12]  S.-K. Chang,et al.  Smart image design for large image databases , 1992, J. Vis. Lang. Comput..

[13]  Amitabha Mukerjee,et al.  A Qualitative Model for Space , 1990, AAAI.

[14]  Alex Pentland,et al.  Photobook: tools for content-based manipulation of image databases , 1994, Other Conferences.

[15]  Shi-Kuo Chang,et al.  Image Information Systems: Where Do We Go From Here? , 1992, IEEE Trans. Knowl. Data Eng..

[16]  Divesh Srivastava,et al.  CORAL - Control, Relations and Logic , 1992, VLDB.

[17]  Thomas Whalen,et al.  Computer image retrieval by features: suspect identification , 1993, INTERCHI.

[18]  Christos Faloutsos,et al.  Searching Multimedia Databases by Content , 1996, Advances in Database Systems.

[19]  Vijay V. Raghavan,et al.  A Unified Approach to Data Modeling for a Class of Image Database Applications , 1996 .

[20]  Clement T. Yu,et al.  Reasoning About Spatial Relationships in Picture Retrieval Systems , 1994, VLDB.

[21]  Clement T. Yu,et al.  Performance Issues in Distributed Query Processing , 1993, IEEE Trans. Parallel Distributed Syst..

[22]  Alfred V. Aho,et al.  The Design and Analysis of Computer Algorithms , 1974 .

[23]  Christian Freksa,et al.  Using Orientation Information for Qualitative Spatial Reasoning , 1992, Spatio-Temporal Reasoning.

[24]  Terry E. Weymouth,et al.  Semantic Queries with Pictures: The VIMSYS Model , 1991, VLDB.

[25]  Christos Faloutsos,et al.  QBIC project: querying images by content, using color, texture, and shape , 1993, Electronic Imaging.

[26]  Gennaro Costagliola,et al.  Representing and Retrieving Symbolic Pictures by Spatial Relations , 1991, Visual Database Systems.

[27]  Carlo Zaniolo,et al.  LDL: A Logic-Based Data Language , 1986, VLDB.

[28]  Shamim A. Naqvi,et al.  A Logical Language for Data and Knowledge Bases , 1989 .

[29]  Anthony G. Cohn,et al.  Qualitative and Topological Relationships in Spatial Databases , 1993, SSD.

[30]  MAX J. EGENHOFER,et al.  Point Set Topological Relations , 1991, Int. J. Geogr. Inf. Sci..

[31]  M. Egenhofer,et al.  Point-Set Topological Spatial Relations , 2001 .

[32]  Werner Bux,et al.  Performance Issues , 1983, Advanced Course: Local Area Networks.

[33]  Hideyuki Tamura,et al.  Image database systems: A survey , 1984, Pattern Recognit..

[34]  Yihong Gong,et al.  An image database system with content capturing and fast image indexing abilities , 1994, 1994 Proceedings of IEEE International Conference on Multimedia Computing and Systems.

[35]  Clement T. Yu,et al.  Partition Strategy for Distributed Query Processing in Fast Local Networks , 1989, IEEE Trans. Software Eng..