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From 13.07. 2008 to 18.07. 2008, the Dagstuhl Seminar 08291``Statistical and Geometrical Approaches to Visual Motion Analysis''was held in the International Conference and Research Center (IBFI), Schloss Dagstuhl. During the seminar, several participants presented their current research, and ongoing work and open problems were discussed. Abstracts of the presentations given during the seminar as well as abstracts of seminar results and ideas are put together in this paper. The first section describes the seminar topics and goals in general.