I'd like to draw Your attention to the Special Session 7 "Mathematical and Linguistic Techniques for Image Mining" of the 2nd International Conference on Computer Vision Theory and Applications ( 8 - 11 March, 2007, Barcelona, Spain ). You are kindly invited to submit Your papers to the Special Session 7. More details can be found at the conference web-site: http://www.visapp.org/Special_Sessions.htm Scope: Automation of image mining is one of the most important strategic goals in image analysis, recognition and understanding science and technologies. The main subgoals are developing and applying of mathematical theory for constructing image models accepted by efficient pattern recognition algorithms and for standardized representation and selection of image analysis transforms. The purpose of this special session is to discuss algebraic tools providing a unified language for constructing and implementation of image models and image analysis and recognition transforms. These tools are mainly image algebras, descriptive image algebras and logical and combinatorial pattern recognition algorithms. Another important task of the session is to discuss linguistic tools for image mining - image knowledge bases and image science ontologies - and to estimate the prospects of the algebraic approach in representation of image analysis knowledge in this environment. The interpretation of algebraic and linguistic techniques will be illustrated by automated medical diagnosis cases. This special session is intended to cover, but it is not limited to, the following topics: 1) Image Mining, 2) Mathematical Theory of Image Analysis, 3) Image Understanding, 4) Image Algebras, 5) Pattern Recognition in Image Understanding, 6) Algebraic, Structural, Syntactic and Logical-Combinatorial Approach, 7) Image Models, 8) Image Knowledge Bases, 9) Image Science Ontologies, 10) Automation of Medical Image Analysis. Deadline for paper submission is 5 January 2007. Best regards, Special Session Chairs Igor Gurevich (Dorodnicyn Computing Center, the Russian Academy of Sciences, Moscow, the Russian Federation) Heinrich Niemann (University of Erlangen-Nurnberg, Erlangen, Germany) Ovidio Salvetti (Institute of Information Science and Technologies, Italian national Research Council, Pisa, Italy)