Abstract:Image segmentation is the basis of classification, and the result of segmentation has a direct impact on the accuracy of classification results. In this paper, a segmentation tool FbSP optimizer based on the training process and fuzzy logic analysis is proposed to determine the optimal segmentation parameters. The classification of land use in mining area based on the score 2 resolution image using the objectoriented classification software eCognition. It is showed that this tool can not only quickly determine the optimal scale of land use, but also can be used to classify land use according to the eCognition with high accuracy.