This paper describes the construction of a system for the automatic evaluation of stainless steel plates welded by beginners. As a subgoal for that purpose, we constructed RCNN that automatically detects welded joints. In the experiment, fifty welded plate pictures were used for training RCNN. When several pictures of welded plates not used for training were inputted to trained RCNN, it was confirmed that the welded joint part could be detected almost properly.