An automatic method for detection of flaws in welded joints is proposed. The experiments were performed on DWDI real field radiographic images. The proposed method uses image processing techniques and a MLP classifier. Classification of the samples in two classes reached an F-score of 87.5%. This work is an improvement of the automatic detection of welding defects.