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Kernel grading is considered one of the hectic labor processes in terms of nuts arrangement and classification. This paper aims to develop a mechanized system that will liberate the exhaustion of human resources and perform with promising output in terms of grading. This paper is focused on the grading of walnut kernels. Walnut is one of the main m