Spatio-temporal Hotelling observer for signal detection from image sequences

Optics Express

Volumn 17, Issue 13, 2009, Pages 10946-10958

  Caucci, Luca ^a   Barrett, Harrison H ^a   Rodríguez, Jeffrey J ^b  

^a UNIVERSITY OF ARIZONA   (United States)

^b University of Arizona   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COVARIANCE MATRIX; INTERACTIVE COMPUTER GRAPHICS; MATCHED FILTERS; MATHEMATICAL OPERATORS; MEDICAL IMAGING; RANDOM PROCESSES;

COVARIANCE MATRICES; EXOPLANET DETECTION; HOTELLING OBSERVERS; LINEAR OBSERVER; LINEAR OPERATORS; MEDICAL LITERATURES; PARALLEL IMPLEMENTATIONS; PREWHITENING MATCHED FILTER;

SIGNAL DETECTION;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER ASSISTED DIAGNOSIS; COMPUTER GRAPHICS; COMPUTER INTERFACE; COMPUTER LANGUAGE; COMPUTER PROGRAM; DIAGNOSTIC IMAGING; METHODOLOGY; OPTICS; RECREATION; SIGNAL PROCESSING; STATISTICAL MODEL; TIME;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER GRAPHICS; DIAGNOSTIC IMAGING; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MODELS, STATISTICAL; OPTICS AND PHOTONICS; PATTERN RECOGNITION, AUTOMATED; PROGRAMMING LANGUAGES; SIGNAL PROCESSING, COMPUTER-ASSISTED; SOFTWARE; TIME FACTORS; USER-COMPUTER INTERFACE; VIDEO GAMES;

EID: 67649268137     PISSN: None     EISSN: 10944087     Source Type: Journal    
DOI: 10.1364/OE.17.010946     Document Type: Article

References (48)

1. D. M. Green and J. A. Swets, Signal Detection Theory and Psychophysics (John Wiley and Sons, Inc., New York, NY, 1966).
2. H. L. Van Trees, Detection, Estimation, and Modulation Theory. Part III, Radar-sonar Signal Processing and Gaussian Signals in Noise (John Wiley and Sons, Inc., New York, NY, 2001).
3. K. J. Myers, H. H. Barrett, M. C. Borgstrom, D. D. Patton, and G. W. Seeley, "Effect of Noise Correlation on Detectability of Disk Signals in Medical Imaging," J. Opt. Soc. Am. A 2, 1752-1759 (1985).
4. S. J. Starr, C. E. Metz, L. B. Lusted, and D. J. Goodenough, "Visual detection and localization of radiographic images," Radiology 116, 533-538 (1975).
5. D. W. Hughes, "Nonsolar Planets and Their Detection," Nature 279, 579 (1979).
6. M. Tamura, "Extra-solar Planet Detection," Viva Origino 30, 157-161 (2002).
7. J. O. Berger, Statistical Decision Theory, Foundations, Concepts, and Methods (Springer-Verlag, New York, NY, 1980).
8. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification, 2nd ed. (John Wiley and Sons, Inc., New York, NY, 2001).
9. J. L. Melsa and D. L. Cohn, Decision and Estimation Theory (McGraw-Hill, New York, NY, 1978).
10. R. N. McDonough and A. D. Whalen, Detection of Signal in Noise (Academic Press, San Diego, CA, 1995).
11. S. Park, E. Clarkson, M. A. Kupinski, and H. H. Barrett, "Efficiency of the human observer detecting random signals in random backgrounds," J. Opt. Soc. Am. A 22, 3-16 (2005).
12. M. P. Hobson and C. McLachlan, "A Bayesian Approach to Discrete Object Detection in Astronomical Data Sets," Mon. Not. R. Astron. Soc. 338, 765-784 (2003).
13. N. J. Kasdin and I. Braems, "Linear and Bayesian Planet Detection Algorithms for the Terrestrial Planet Finder," Astrophys. J. 646, 1260-1274 (2006).
14. H. W. Babcock, "The Possibility of Compensating Astronomical Seeing," Publ. Astron. Soc. Pac. 65, 229-236 (1953).
15. R. K. Tyson, Adaptive Optics Engineering Handbook (Marcel Dekker, New York, NY, 2000).
16. R. Akbarpour, S. N. Friedman, J. H. Siewerdsen, J. D. Neary, and I. A. Cunningham, "Signal and noise transfer in spatiotemporal quantum-based imaging systems," J. Opt. Soc. Am. A 24, B151-B164 (2007).
17. G. K. Yadava, S. Rudinacd, A. T. Kuhls-Gilcristab, and D. R. Bednarek, "Generalized Objective Performance Assessment of a New High-Sensitivity Microangiographic Fluoroscopic (HSMAF) Imaging System," in Medical Imaging 2008: Physics of Medical Imaging, E. S. Jiang Hsieh, ed., vol. 6913, p. 69130U (Proc. SPIE, 2008).
18. H. H. Barrett, C. K. Abbey, and E. Clarkson, "Objective Assessment of Image Quality. III. ROC Metrics, Ideal Observers, and Likelihood-generating Functions," J. Opt. Soc. Am. A 15, 1520-1535 (1998).
19. J. A. Hanley and B. J. McNeil, "The Meaning and Use of the Area Under a Receiver Operating Characteristic (ROC) Curve," Radiology 143, 29-36 (1982).
20. S. H. Park, J. M. Goo, and C.-H. Jo, "Receiver Operating Characteristic (ROC) Curve: Practical Review for Radiologists," Korean J. Radiol. 5, 11-18 (2004).
21. H. H. Barrett and K. J. Myers, Foundations of Image Science (Wiley-Interscience, Hoboken, NJ, 2004).
22. H. Hotelling, "The Generalization of Student's Ratio," Ann. Math. Stat. 2, 360-378 (1931).
23. H. H. Barrett, K. J. Myers, N. Devaney, and J. C. Dainty, "Objective Assessment of Image Quality: IV. Application to Adaptive Optics," J. Opt. Soc. Am. A 23, 3080-3105 (2006).
24. E. Clarkson, "Estimation receiver operating characteristic curve and ideal observers for combined detection/estimation tasks," J. Opt. Soc. Am. A 24, B91-B98 (2007).
25. L. Caucci, H. H. Barrett, N. Devaney, and J. J. Rodríguez, "Application of the Hotelling and ideal observers to detection and localization of exoplanets," J. Opt. Soc. Am. A 24, B13-B24 (2007).
26. D. Burke, N. Devaney, S. Gladysz, H. H. Barrett, M. K. Whitaker, and L. Caucci, "Optimal linear estimation of binary star parameters," in Adaptive Optics Systems, N. Hubin, C. E. Max, and P. L. Wizinowich, eds., vol. 7015, p. 70152J (Proc. SPIE, 2008).
27. H. H. Barrett, K. J. Myers, B. D. Gallas, E. Clarkson, and H. Zhang, "Megalopinakophobia: Its symptoms and cures," in Medical Imaging 2001: Physics of Medical Imaging, L. E. Antonuk and M. J. Yaffe, eds., vol. 4320, pp. 299-307 (Proc. SPIE, 2001).
28. D. J. Tylavsky and G. R. L. Sohie, "Generalization of the Matrix Inversion Lemma," Proc. IEEE 74, 1050-1052 (1986).
29. M. S. Bartlett, "An Inverse Matrix Adjustment Arising in Discriminant Analysis," Ann. Math. Stat. 22, 107-111 (1951).
30. J. Sherman and W. J. Morrison, "Adjustment of an Inverse Matrix Corresponding to a Change in One Element of a Given Matrix," Ann. Math. Stat. 21, 124-127 (1950).
31. H. V. Henderson and S. R. Searle, "On Deriving the Inverse of a Sum of Matrices," SIAM Rev. 23, 53-60 (1981).
32. J. A. Kahle, M. N. Day, H. P. Hofstee, C. R. Johns, T. R. Maeurer, and D. Shippy, "Introduction to the Cell Multiprocessor," IMB J. Res. Dev. 49, 589-604 (2005).
33. D. Pham, T. Aipperspach, D. Boerstler, M. Bolliger, R. Chaudhry, D. Cox, P. Harvey, P. Harvey, H. Hofstee, C. Johns, J. Kahle, A. Kameyama, J. Keaty, Y. Masubuchi, M. Pham, J. Pille, S. Posluszny, M. Riley, D. Stasiak, O. Suzuoki, M. Takahashi, J. Warnock, S. Weitzel, D. Wendel, and K. Yazawa, "Overview of the architecture, circuit design, and physical implementation of a first-generation Cell Processor," IEEE J. Solid-State Circuits 41, 179-196 (2006).
34. P. Hofstee, "Introduction to the Cell Broadband Engine," Tech. rep., IBM Corporation, Riverton, NJ (2005).
35. S. Williams, J. Shalf, L. Oliker, S. Kamil, P. Husbands, and K. Yelick, "The potential of the Cell Processor for scientific computing," in Proceedings of the 3rd conference on Computing Frontiers, pp. 9-20 (ACM, New York, NY, 2006).
36. D. A. Bader, V. Agarwal, K. Madduri, and S. Kang, "High performance combinatorial algorithm design on the Cell Broadband Engine processor," Parallel Comput. 33, 720-740 (2007).
37. I. W. C. Benthin, M. Scherbaum, and H. Friedrich, "Ray tracing on the Cell Processor," in IEEE Symposium on Interactive Ray Tracing, pp. 15-23 (2006).
38. M. Sakamoto and M. Murase, "Parallel implementation for 3-D CT image reconstruction on Cell Broadband Engine™," in IEEE International Conference on Multimedia and Expo, pp. 276-279 (2007).
39. M. Kachelrieß, M. Knaup, and O. Bockenbach, "Hyperfast parallel-beam and cone-beam backprojection using the Cell general purpose hardware," Med. Phys. 34, 1474-1486 (2007).
40. R. R. Parenti and R. J. Sasiela, "Laser-guide-star systems for astronomical applications," J. Opt. Soc. Am. A 11, 288-309 (1994).
41. D. L. Fried, "Statistics of a Geometric Representation of Wavefront Distortion," J. Opt. Soc. Am 55, 1427-1435 (1965).
42. M. P. Fitzgerald and J. R. Graham, "Speckle Statistics in Adaptively Corrected Images," Astrophys. J. 637, 541-547 (2006).
43. G. L. Turin, "An introduction to matched filters," IRE Trans. Inf. Theory 6, 311-329 (1960).
44. D. Middleton, An Introduction to Statistical Communication Theory (IEEE Press, Piscataway, NJ, 1960).
45. B. D. Gallas, "One-shot estimate of MRMC Variance: AUC," Acad. Radiol. 13, 353-362 (2006).
46. XTRACTOR: Software for source extraction," Astron. Astrophys. Suppl. Ser. 117, 393-404 (1996).
47. L. Caucci, "Point Detection and Hotelling Discriminant: An Application in Adaptive Optics," Master's thesis, University of Arizona (2007).
48. C. K. Abbey and H. H. Barrett, "Human- and model-observer performance in ramp-spectrum noise: effects of regularization and object variability," J. Opt. Soc. Am. A 18, 473-488 (2001).