Pattern recognition in the automatic inspection of aluminium castings

Insight: Non-Destructive Testing and Condition Monitoring

Volumn 45, Issue 7, 2003, Pages 475-483

  Mery, Domingo ^a   Da Silva, Romeu R ^b   Calôba, Luiz P ^b   Rebello, Joao M A ^b  

^a UNIVERSIDAD DE SANTIAGO DE CHILE   (Chile)

^b FEDERAL UNIVERSITY OF RIO DE JANEIRO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

ALUMINUM CASTINGS; COSINE TRANSFORMS; DEFECTS; FEATURE EXTRACTION; FOURIER TRANSFORMS; IMAGE ANALYSIS; IMAGE SEGMENTATION; IRRADIATION; X RAYS;

DISCRETE COSINE TRANSFORM; DISCRETE FOURIER TRANSFORM; KARHUNEN-LOEVE TRANSFORM; RECEIVER OPERATION CHARACTERISTIC;

NONDESTRUCTIVE EXAMINATION;

EID: 0038721417     PISSN: 13542575     EISSN: None     Source Type: Journal    
DOI: 10.1784/insi.45.7.475.54452     Document Type: Article

References (22)

1. Bishop C M, 1995: 'Neuronal Networks for Pattern Recognition'. New York, Oxford University Press. 1995.
2. Castleman, K, 1996, 'Digital Image Processing', Prentice-Hall, Englewood Cliffs, New Jersey.
3. Danielsson, P Y, 1978: 'A new shape factor', Computer Graphics and Image Processing 7, 292-299.
4. Egan, J, 1975 'Signal detection theory and ROC analysis'. Academic Press, New York.
5. Fitzibbon, A, Pilu, M, Fisher, R B, 1999, 'Direct Least Square Fitting Ellipses', IEEE Trans. Pattern Analysis and Machine Intelligence, 21(5):476-480.
6. Fukunaga, K, 1990, 'Introduction to statistical pattern recognition', Academic Press, Inc., Second Edition, San Diego.
7. Haralick, R, Shanmugam, K, Dinstein, I 1973, 'Textural features for image clasification'. IEEE Trans. on Systems, Man, and Cybernetics SMC-3, 610-621.
8. Haykin S. 'Neuronal Networks - A Comprehensive Foundation'. Macmillian College Publishing. Inc. 1994.
9. Jain, A K, Duin, R P W, Mao, J, 2000, 'Statistical Pattern Recognition: A Review', IEEE Trans. Pattern Analysis and Machine Intelligence, 22(1):4-37.
10. Kamm, K F, 1998, 'Grundlagen der Röntgenabbildung'. In Moderne Bildgebung: Physik, Gerätetechnik, Bildbearbeitung und -kommunikation, Strahlenschutz, Qualitätskontrolle, K Ewen (Ed.), 45-62, Georg Thieme Verlag, Stuttgart, New York, 1998.
11. Kay, S M, 1998, 'Fundamentals of Statistical Signal Processing: Detection Theory'. Prentice Hall Signal Processing Series, Volume 2, 1998.
12. Mery, D, Filbert, D, 2002a, 'Classification of Potential Defects in Automated Inspection of Aluminium Castings Using Statistical Pattern Recognition'. In Proceedings of 8th European Conference on Non-Destructive Testing (ECNDT 2002), Jun. 17-21, Barcelona, Spain.
13. Mery, D, Filbert, D, 2002b, 'Automated Flaw Detection in Aluminum Castings Based on the Tracking of Potential Defects in a Radioscopic Image Sequence'. IEEE Transactions on Robotics and Automation, 18(6): 890-901.
14. Mery, D, 2003, 'Crossing line profile: a new approach to detecting defects in aluminium castings'. Accepted in Scandinavian Conference on Image Analysis (SCIA-2003), June 29 - July 2, Göteborg, Sweden. To be published in Lecture Notes in Computer Science, 2003.
15. Mery, D, Filbert, D, Jaeger, Th, 2003a, 'Image Processing for Fault Detection in Aluminum Castings'. In 'Analytical Characterization of Aluminum and Its Alloys', Ed. C S MacKenzie and G Y Totten, Marcel Dekker Inc., New York (in Press).
16. Mery, D, da Silva, R, Calôba, L P, Rebello, J M A, 2003b: Detección de Fallas en Piezas Fundidas usando una Metodología de Reconocimiento de Patrones. En Actas del 3rd Panamerican Conference for Nondestructive Testing - PANNDT, Rio de Janeiro, 02-07 Junio, 2003.
17. Silva, R R, Siqueira, M H S, Calôba, L P et al, 2001, 'Radiographics Pattern Recognition of Welding Defects using Linear Clasifiers'. Insight, 43(10):669-674.
18. Silva, R R, Siqueira M H. S, Calôba L P, et al, 2002a, 'Contribution to the Development of a Radiographic Inspection Automated System'. In Proceedings of 8th European Conference on Non-Destructive Testing (ECNDT 2002), Jun. 17-21, Barcelona, Spain.
19. Silva R R, Siqueira M H S, Calôba, L P, et al, 2002b 'Evaluation of the Revelant Characteristic Parameters of Welding Defects and Probability of Correct Clasification using Linear Clasifiers'. Insight, 44(10): 616-622.
20. Silva R R, Calôba L P, Siqueira M H S, Rebello, J M A, 2003, 'Patterns nonlinear clasifier of weld defects in industrial radiographies'. In Proceedings of 3rd Panamerican Conference for Nondestructive Testing - PANNDT, Rio de Janeiro, 02-07 Junio, 2003.
21. Sonka, M, Hlavac, V, Boyle, R, 1998: 'Image Processing, Analysis, and Machine Vision', 2 edn. PWS Publishing, Pacific Grove, CA.
22. Zhan, C, Roskies, R, 1971, 'Fourier descriptors for plane closed curves', IEEE Trans. Computers C-21 269-281.