In this paper a new object-based framework is developed for automate scale selection in image segmentation. The quality of image objects have an important impact on further analyses. Due to the strong dependency of segmentation results to the scale parameter. choosing the best value for this parameter. https://macorners.shop/product-category/glass-ornament/