In this paper, a new approach to the image retrieval problem is presented, that uses Edge Potential Functions (EPF) and genetic algorithms (GA). The method allows a user to draw a rough sketch of the shape and to find or rank the images in a database that contain a similar shape at any position, rotation and scaling factor. It will be explained how GAs allow to exploit the capability of EPFs to attract a sketch contour: as a result, the algorithm provides the set of geometrical transformations corresponding to the best match, and a confidence factor about the presence of a matching object. The method has been widely tested achieving very satisfactory results.

Edge potential functions and genetic algorithms for shape-based image retrieval

Dao, Minh Son;De Natale, Francesco;Massa, Andrea
2003-01-01

Abstract

In this paper, a new approach to the image retrieval problem is presented, that uses Edge Potential Functions (EPF) and genetic algorithms (GA). The method allows a user to draw a rough sketch of the shape and to find or rank the images in a database that contain a similar shape at any position, rotation and scaling factor. It will be explained how GAs allow to exploit the capability of EPFs to attract a sketch contour: as a result, the algorithm provides the set of geometrical transformations corresponding to the best match, and a confidence factor about the presence of a matching object. The method has been widely tested achieving very satisfactory results.
2003
Proc. of IEEE International Conference on Image Processing (ICIP-2003)
345 E 47TH ST, NEW YORK, NY 10017 USA
IEEE
Dao, Minh Son; De Natale, Francesco; Massa, Andrea
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/74865
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