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This book vision inspection on welding is the outgrowth of investigation on quality level for imperfections in MIG welded joints using vision system as per standard EN 25817:1992. Welded joints are classified using different training methods of Artificial Neural Network (ANN) namely Back-Propagation (BP) and Differential Evolutionary Algorithm (DEA).This text has been suitably crafted and designed to meet scholar's requirements. It aims at building clear idea to inspect the welding by using machine vision inspection system.