Title :
Automated construction of image processing procedure based on misclassification condition
Author :
Hamada, Toshihiro ; Shimizu, Akinobu ; Hasegawa, Jun-ichi ; Toriwaki, Jun-ichiro
Author_Institution :
Kagawa Prefectural Ind. Technol. Center, Japan
Abstract :
Proposes an expert system, IMPRESS-Pro, that automatically constructs an image processing procedure to decide whether there exists a specific figure in an image or not based on the requirement of misclassification rates given by a user. This system has a sequence of several local processes whose algorithms and parameters are unfixed and decides them sequentially in accordance with a condition for each local process performance estimated from the requirement on misclassification rates. The paper also shows experimental results of applying this system to procedure generation problems for extracting defective parts on the surface of integrated circuit packages with promising results
Keywords :
expert systems; feature extraction; image classification; integrated circuit manufacture; quality control; IMPRESS-Pro; defective parts; image processing procedure; integrated circuit packages; local processes; misclassification condition; procedure generation problems; Agricultural engineering; Computer industry; Construction industry; Expert systems; Image processing; Integrated circuit packaging; Medical expert systems; Smoothing methods; Systems engineering and theory; Toy industry;
Conference_Titel :
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Conference_Location :
Barcelona
Print_ISBN :
0-7695-0750-6
DOI :
10.1109/ICPR.2000.906104