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Most products are inspected for flaws several times during the manufacturing process. For this purpose, object detection is a very fundamental task in most of the image analysis applications. Most of the existing methods for low-level object detection perform color similarity and histogram similarity based approach in the 2-D image space. In this paper, a multi-factorial based approach has been proposed where the decision taking process involves a fuzzy mechanism based on weighted values of different parameters.