Statistical detection of defects in radiographic images using an adaptive parametric model

Signal Processing

Volumn 96, Issue PART B, 2014, Pages 173-189

  Cogranne, Rémi ^a   Retraint, Florent ^a  

^a UNIVERSITÉ DE TECHNOLOGIE DE TROYES   (France)

Author keywords

Background subtraction; Hypothesis testing theory; Non destructive testing; Nuisance parameter; Optimal detection; Parametric radiographies model

Indexed keywords

BACKGROUND SUBTRACTION; HYPOTHESIS TESTING; NON DESTRUCTIVE TESTING; NUISANCE PARAMETER; OPTIMAL DETECTION;

NONDESTRUCTIVE EXAMINATION; OPTIMIZATION; RADIOGRAPHY;

DEFECTS;

EID: 84887312389     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2013.09.016     Document Type: Article

References (62)

1. J. Astola, K. Egiazarian, and V. Katkovnik Local Approximation Techniques in Signal and Image Processing vol. PM157 2006 SPIE Press Monograph
2. H.H. Barrett, C. Abbey, Bayesian detection of random signals on random backgrounds, in: Information Processing in Medical Imaging, Springer, 1997, pp. 155-166. (Pubitemid 127085750)
3. H.H. Barrett, K.J. Myers, and S. Rathee Foundations of Image Science vol. 44 2004 Wiley-Interscience
4. M. Basseville, and I. Nikiforov Fault isolation for diagnosis nuisance rejection and multiple hypotheses testing Annual Reviews in Control 26 2 2002 189 202
5. J. Beutel, H.L. Kundel, and R.L. Van Metter Handbook of Medical Imaging 2000 SPIE-International Society for Optical Engineering
6. H. Boerner, and H. Strecker Automated X-ray inspection of aluminum castings IEEE Transactions on Pattern Analysis and Machine Intelligence 10 January (1) 1988 79 91 (Pubitemid 18595964)
7. A.A. Borovkov Mathematical Statistics 1998 Gordon and Breach Sciences Publishers Amsterdam
8. C. Bruni, A. De Santis, G. Koch, and C. Sinisgalli Identification of discontinuities in blurred noisy signals IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications 44 5 1997 422 434 (Pubitemid 127768148)
9. L. Bryant Nondestructive Testing Handbook, Radiography and Radiation Testing 3rd edition 1985 American Society for Nondestructive Testing
10. A. Burgess, and B. Colborne Visual signal detection. IV. observer inconsistency Journal of the Optical Society of America A 5 4 1988 617 627
11. P. Campadelli, E. Casiraghi, and D. Artioli A fully automated method for lung nodule detection from postero-anterior chest radiographs IEEE Transactions on Medical Imaging 25 12 2006 1588 1603 (Pubitemid 44936708)
12. K. Castleman Digital Image Processing 2nd edition 1996 Prentice-Hall Englewood Cliffs
13. P.L. Pau, C.H. Chen, P.S. Wang, Pattern recognition in nondestructive evaluation of materials, in: P.L. Chen, C.H. Chen, P.S. Wang (Eds.), Handbook of Pattern Recognition and Computer Vision, 2nd edition, 1998 (Chapter 3.1).
14. R. Cogranne, and F. Retraint An asymptotically uniformly most powerful test for LSB matching detection IEEE Transactions on Information Forensics and Security 8 March (3) 2013 464 476
15. R. Cogranne, and F. Retraint Application of hypothesis testing theory for optimal detection of LSB matching data hiding Signal Processing 93 July (7) 2013 1724 1737
16. R. Cogranne, C. Zitzmann, L. Fillatre, I. Nikiforov, F. Retraint, P. Cornu, A cover image model for reliable steganalysis, in: 13th International Conference on Information Hiding, Prague, Czech Republic, May 18-20, 2011, Lecture Notes in Computer Science, vol. 6958, Springer-Verlag, New York, pp. 178-192.
17. R. Cogranne, C. Zitzmann, L. Fillatre, I. Nikiforov, F. Retraint, P. Cornu. Reliable detection of hidden information based on a non-linear local model, in: Proceedings of IEEE Workshop on Statistical Signal Processing, June 28-30, 2011, pp. 493-496.
18. R. Cogranne, C. Zitzmann, F. Retraint, I. Nikiforov, P. Cornu, L. Fillatre, A non-linear local model of natural images for reliably detect hidden information, submitted for publication.
19. D.L. Donoho De-noising by soft-thresholding IEEE Transactions on Information Theory 41 May (3) 1995 613 627
20. D.L. Donoho, and I.M. Johnstone Ideal spatial adaptation by wavelet shrinkage Biometrika 81 3 1994 425 455
21. L. Fillatre, I. Nikiforov, and F. Retraint ε-optimal non-Bayesian anomaly detection for parametric tomography IEEE Transactions on Image Processing 17 November (11) 2008 1985 1999
22. A. Foi, M. Trimeche, V. Katkovnik, and K. Egiazarian Practical poissonian-gaussian noise modeling and fitting for single-image raw-data IEEE Transactions on Image Processing 17 October (10) 2008 1737 1754
23. M. Fouladirad, and I. Nikiforov Optimal statistical fault detection with nuisance parameters Automatica 41 7 2005 1157 1171 (Pubitemid 40644855)
24. A. Frakt, W. Karl, and A. Willsky A multiscale hypothesis testing approach to anomaly detection and localization from noisy tomographic data IEEE Transactions on Image Processing 7 June (6) 1998 825 837 (Pubitemid 128745394)
25. P.M. Frank Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy a survey and some new results Automatica 26 3 1990 459 474
26. A. Gayer, A. Saya, and A. Shiloh Automatic recognition of welding defects in real-time radiography NDT & E International 23 3 1990 131 136 (Pubitemid 21672396)
27. J.W. Goodman Introduction to Fourier Optics 3rd edition January 2005 Roberts & Company Publishers
28. R. Halmshan, and J. Ridyard A review of digital radiological methods British Journal of Non-Destructive Testing 32 1 1990 17 26
29. G. Healey, and R. Kondepudy Radiometric CCD camera calibration and noise estimation IEEE Transactions on Pattern Analysis and Machine Intelligence 16 3 1994 267 276
30. I. Kazantsev, I. Lemahieu, G. Salov, and R. Denys Statistical detection of defects in radiographic images in nondestructive testing Signal Processing 82 5 2002 791 801 (Pubitemid 34524536)
31. R. Kazinnik, S. Dekel, and N. Dyn Low bit-rate image coding using adaptive geometric piecewise polynomial approximation IEEE Transactions on Image Processing 16 September (9) 2007 2225 2233 (Pubitemid 47316669)
32. E. Konukoglu, and B. Acar Hdf: Heat diffusion fields for polyp detection in CT colonography Signal Processing 87 October (10) 2007 2407 2416 (Pubitemid 46855918)
33. H. Lacresse, Détection de pannes en présence de paramètres de nuisance non-linéaires bornés (Ph.D. thesis), Université de Technologie de Troyes, mars 2004.
34. E. Lehmann, J. Romano, Testing Statistical Hypotheses, 2nd edition, 3rd edition, Springer, 2005.
35. X. Li, S. Tso, X. Guan, and Q. Huang Improving automatic detection of defects in castings by applying wavelet technique IEEE Transactions on Industrial Electronics 53 June (6) 2006 1927 1934
36. T. Liao, and J. Ni An automated radiographic NDT system for weld inspection Part i: weld extraction NDT & E International 29 March (3) 1996 157 162 (Pubitemid 126356751)
37. H. Liao, G. Sapiro, Sparse representations for limited data tomography, in: IEEE International Symposium on Biomedical Imaging, 2008, pp. 1375-1378.
38. S. Mallat, and W. Hwang Singularity detection and processing with wavelets IEEE Transactions on Information Theory 38 March (2) 1992 617 643
39. J.B. Martens Adaptive contrast enhancement through residue-image processing Signal Processing 44 January (1) 1995 1 18
40. D. Mery, and D. Filbert 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 December (6) 2002 890 901
41. D. Mery, T. Jeager, and D. Filbert A review of methods for automated recognition of casting defects The British Institute of Non-Destructive Testing 44 7 2002 428 436 (Pubitemid 34781907)
42. D. Mumford, and J. Shah Optimal approximations by piecewise smooth functions and associated variational problems Communications on Pure and Applied Mathematics 42 5 1989 577 685
43. J. Nelder, and R. Mead A simplex method for function minimization The Computer Journal 7 4 1965 308 313
44. P. Perona, and J. Malik Scale-space and edge detection using anisotropic diffusion IEEE Transactions on Pattern Analysis and Machine Intelligence 12 July (7) 1990 629 639 (Pubitemid 20726016)
45. B. Porat, and B. Friedlander On the generalized likelihood ratio test for a class of nonlinear detection problems IEEE Transactions on Signal Processing 41 November (11) 1993 3186 3190
46. G. Quellec, M. Lamard, P. Josselin, G. Cazuguel, B. Cochener, and C. Roux Optimal wavelet transform for the detection of microaneurysms in retina photographs IEEE Transactions on Medical Imaging 27 9 2008 1230 1241
47. F. Retraint, Contrôle Non Destructif de Piéces Industrielles Par Radiographie: Caractérisation Quantitative et Reconstruction 3D à Partir d'un Nombre Limité de Vues (Ph.D. thesis), INSA-Lyon, France, 1998.
48. F. Retraint, F. Peyrin, and J.M. Dinten Three-dimensional regularized binary image reconstruction from three two-dimensional projections using a randomized ICM algorithm International Journal of Imaging Systems and Technology 9 2-3 1998 135 146 (Pubitemid 128553084)
49. D. Rossi, and A. Willsky Reconstruction from projections based on detection and estimation of objects-parts I and II performance analysis and robustness analysis IEEE Transactions on Acoustics, Speech and Signal Processing 32 April (4) 1984 886 906 (Pubitemid 15463754)
50. G. Seber, and C. Wild Nonlinear Regression 1989 Wiley
51. L. Scharf, and B. Friedlander Matched subspace detectors IEEE Transactions on Signal Processing 42 August (8) 1994 2146 2157
52. R. Shukla, P. Dragotti, M. Do, and M. Vetterli Rate-distortion optimized tree-structured compression algorithms for piecewise polynomial images IEEE Transactions on Image Processing 14 March (3) 2005 343 359 (Pubitemid 40356098)
53. H. Strecker A local feature method for the detection of flaws in automated x-ray inspection of castings Signal Processing 5 May (5) 1983 423 431 (Pubitemid 14473385)
54. R. Strickland, and H.I. Hahn Wavelet transform methods for object detection and recovery IEEE Transactions on Image Processing 6 May (5) 1997 724 735 (Pubitemid 127768881)
55. T.H. Thai, R. Cogranne, F. Retraint, Camera model identification based on the heteroscedastic noise model, IEEE Transactions on Image Processing, Accepted for publication.
56. T.H. Thai, R. Cogranne, F. Retraint, Statistical detection of data hidden in least significant bits of clipped images, Signal Processing, Accepted for publication.
57. G.-R. Tillack, C. Nockemann, and C. Bellon X-ray modeling for industrial applications NDT & E International 33 7 2000 481 488
58. I. Valavanis, and D. Kosmopoulos Multiclass defect detection and classification in weld radiographic images using geometric and texture features Expert Systems with Applications 37 12 2010 7606 7614
59. F.C. Wagner, A. Macovski, and D.G. Nishimura A characterization of the scatter point-spread-function in terms of air gaps IEEE Transactions on Medical Imaging 7 4 1988 337 344
60. A. Wald Tests of statistical hypotheses concerning several parameters when the number of observations is large Transactions of the American Mathematical Society 54 4 1943 426 482
61. Y. Wang, Y. Sun, P. Lv, and H. Wang Detection of line weld defects based on multiple thresholds and support vector machine NDT & E International 41 7 2008 517 524
62. O. Zeitouni, J. Ziv, and N. Merhav When is the generalized likelihood ratio test optimal? IEEE Transactions on Information Theory 38 September (5) 1992 1597 1602