Efficient Image Mining Techniques using Spatial Information

Image mining involve transforming Image in to data set and applying data mining techniques on mage data set to reveal hidden knowledge. Spatial information in image is used to build high-level content models, used by Decision makers, analysts� interpreters. Spatial co orientation patterns, directional spatial relation among objects are very useful in analyzing image properties. In Image, Spatial relationship is obtained in terms of distance, topology, direction, constraint etc. spatial domain object-based approaches is used on geometrical information of the scene or object in the image classification. Geometrical information of the scene or object in the image could also be considered in the classification process by using object-based approaches in the spatial domain. The spatial properties are studied and used in mining image data to obtain efficient searching, faster retrieving. Spatial data mining minimizing the misclassification reduces the overlapping in clustering. A study has been made to know the different spatial techniques applied on images and its usage.