An interactive separation method for confusable defects in industrial defect classification
In industrial production,defects are treated differently based on their severity,so it is nec-essary to classify defects.However,in actual production,the classification accuracy is often insufficient due to the presence of few easily confused defects,which requires conservative treatment of all defects in production practice,resulting in significant human and economic costs.To solve this problem,this pa-per proposes a method for interactive separating easily confused defects.This method separates few easi-ly confused defects from other defects,ensuring that the classification results of the remaining majority of defects can be directly used.This method selects easily confused defects from the training data as one or more new defect categories,called virtual defects,so that the trained network can distinguish be-tween virtual defects and other defects.This paper designs a visual interface to assist users in interac-tively selecting easily confused defects to construct virtual categories.CMOS defect data from actual in-dustrial sites are adopted for effectiveness verification,and the results show that the proposed method can quickly classify few confusing defects and ensure that the classification accuracy of remaining defects meets the requirements of industrial applications.
万方数据
维普
