Improving accuracy and efficiency of mutual information for multi-modal retinal image registration using adaptive probability density estimation

Computerized Medical Imaging and Graphics

Volumn 37, Issue 7-8, 2013, Pages 597-606

  Legg, P A ^a,b   Rosin, P L ^a   Marshall, D ^a   Morgan, J E ^a  

^a CARDIFF UNIVERSITY   (United Kingdom)

^b UNIVERSITY OF OXFORD   (United Kingdom)

Author keywords

Histogramming; Image registration; Mutual information; Probability estimation

Indexed keywords

ADAPTIVE PROBABILITIES; HISTOGRAMMING; MUTUAL INFORMATIONS; PROBABILITY ESTIMATION; REGISTRATION TECHNIQUES; RETINAL IMAGE REGISTRATIONS; SCANNING LASER OPHTHALMOSCOPE; STATISTICAL COMPARISONS;

ALGORITHMS; ESTIMATION; GRAPHIC METHODS; IMAGE REGISTRATION; OPHTHALMOLOGY; OPTIMIZATION; PROBABILITY DISTRIBUTIONS;

PROBABILITY DENSITY FUNCTION;

ALGORITHM; ARTICLE; EYE FUNDUS; HISTOGRAM; IMAGE PROCESSING; MEASUREMENT ACCURACY; MEDICAL INFORMATION SYSTEM; MUTUAL INFORMATION; PHOTOGRAPHY; PRIORITY JOURNAL; PROBABILITY; RETINA IMAGE; SCANNING LASER OPHTHALMOSCOPE;

HISTOGRAMMING; IMAGE REGISTRATION; MUTUAL INFORMATION; PROBABILITY ESTIMATION;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; GLAUCOMA; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; MODELS, BIOLOGICAL; MODELS, STATISTICAL; MULTIMODAL IMAGING; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; RETINOSCOPY; SENSITIVITY AND SPECIFICITY; SUBTRACTION TECHNIQUE;

EID: 84888031500     PISSN: 08956111     EISSN: 18790771     Source Type: Journal    
DOI: 10.1016/j.compmedimag.2013.08.004     Document Type: Article

References (48)

1. Viola P.A., Wells W.M. Alignment by maximization of mutual information. ICCV 1995, 16-23.
2. Collignon A., Maes F., Delaere D., Vandermeulen D., Suetens P., Marchal G. Automated multimodality medical image registration using information theory. Proc 14th Int Conf Inform Process Med Imag Comput Imag Vis 3 1995, 263-274.
3. Studholme C., Hill D.L.G., Hawkes D.J. An overlap invariant entropy measure of 3D medical image alignment. Pattern Recogn 1999, 32(1):71-86.
4. Shannon C.E. A mathematical theory of communication. Bell Syst Tech J 1948, 27:379-423. 623-656.
5. Mardin C.Y., Horn F.K., Jonas J.B., Budde W.M. Preperimetrix glaucoma diagnosis by confocal scanning laser tomography of the optic disc. Br J Ophthalmol 1999, 83:299-304.
6. Pluim J.P.W., Antoine Maintz J.B., Viergever M.A. Mutual information based registration of medical images: a survey. IEEE Trans Med Imaging 2003, 22(8):986-1004.
7. Beirlant J., Dudewicz E.J., Györfi L., Meulen E.C. Nonparametric entropy estimation: an overview. Int J Math Stat Sci 1997, 6:17-39.
8. Paninski L. Estimation of entropy and mutual information. Neural Comput 2003, 15:1191-1254.
9. Egnal G. Image registration using mutual information. Technical report 1999, University of Pennsylvania.
10. L. Birgé, Y. Rozenholc. How many bins should be put in a regular histogram. Technical report, Université Paris VI, UMR CNRS 7599, Université du Maine; 2002.
11. Maes F., Collignon A., Vandermeulen D., Marchal G., Suetens P. Multimodality image registration by maximization of mutual information. IEEE Trans Med Imaging 1997, 16(2):187-198.
12. Dowson N.D.H., Bowden R. A unifying framework for mutual information methods for use in non-linear optimisation. ECCV (1) 2006, 365-378.
13. Lachner R. From nano to space 2008, Springer, Berlin, Heidelberg.
14. Ritter N., Owens R.A., Cooper J.R., Eikelboom R.H., Van Saarloos P.P. Registration of stereo and temporal images of the retina. IEEE Trans Med Imaging 1999, 18(5):404-418.
15. Nam H., Renaut R.A., Chen K., Guo H., Farin G.E. Improved inter-modality image registration using normalized mutual information with coarse-binned histograms. Commun Numer Method Eng 2009, 25:583-595.
16. Kang J., Xiao C., Deng M., Yu J., Liu H. Image registration based on harris corner and mutual information. International conference on electronic and mechanical engineering and information technology (EMEIT), vol. 7 August 2011, 3434-3437.
17. Zhu Y., Cochoff S.M. Influence of implementation parameters on registration of MR and SPECT brain images by maximization of mutual information. J Nucl Med 2002, 43(2):160-166.
18. Tsao J. Interpolation artifacts in multimodality image registration based on maximization of mutual information. IEEE Trans Med Imaging July 2003, 22(7):854-864.
19. P.L. Davies, U. Gather, D. Nordman, H. Weinert. Constructing a regular histogram - a comparison of methods. Technical report, Technical University Eindhoven; 1997.
20. Sturges H.A. The choice of a class interval, vol 21 1926, 65-66. American Statistical Association, US (Alexandria, VA).
21. Scott D.W. On optimal and data-based histograms. Biometrika 1979, 66(3):605-610.
22. R. J. Hyndman. The problem with Sturges' rule for constructing histograms. Technical report. Australia: Melbourne University; 1995.
23. Freedman D., Diaconis P. On the histogram as a density estimator. Zeitschrift fur Wahrscheinlichkeitstheorie und verwandte Gebiete 1981, 57(4):453-476.
24. 1 view. J Roy Stat Soc Ser A (General) 1985, 148(4):392-393.
25. Taylor C.C. Akaike's information criterion and the histogram. Biometrika 1987, 74:636-639.
26. Doane D.P. Aesthetic frequency classifications. Amer Stat November 1976, 30(4):181-183.
27. Scott D.W. Multivariate density estimation: theory, practice and visualization 1992, John Wiley and Sons, UK.
28. Wichard J.D., Kuhne R., Ter Laak A. Binding site detection via mutual information. Proc IEEE World Congr Comput Intell June 2008, 1770-1776.
29. Hideaki Shimazaki, Shigeru Shinomoto A method for selecting the bin size of a time histogram. Neural Comput June 2007, 19(6):1503-1527.
30. Kanazawa Y. Hellinger distance and akaike's information criterion for the histogram. Stat Probab Lett 1993, 17:293-298.
31. Izenman A.J. Recent developments in nonparametric density estimation. J Amer Stat Assoc 1991, 86(413):205-224.
32. Xie H., Pierce L.E., Ulaby F.T. Mutual information based registration of SAR images. Proc IEEE Int Geosci Remote Sens Sympos, IGARSS'03 July 2003, 6:4028-4031.
33. Kwak N., Choi C. Input feature selection by mutual information based on Parzen Window. IEEE Trans Pattern Anal Mach Intell 2002, 24(12):1667-1671.
34. Daub C.O., Steuer R., Selbig J., Kloska S. Estimating mutual information using b-spline functions - an improved similarity measure for analysing gene expression data. BMC Bioinform 2004, 5:118.
35. Kraskov A., Stögbauer H., Grassberger P. Estimating mutual information. Phys Rev E June 2004, 69(6):066138.
36. Nicolaou N., Nasuto S.J. Mutual information for EEG analysis. Proc 4th IEEE EMBSS UKRI Postgr Conf Biomed Eng Med Phys (PGBIOMED'05) 2005, 23-24.
37. Dowson N.D.H., Bowden R., Kadir T. Image template matching using mutual information and NP-windows. ICPR (2) 2006, 1186-1191.
38. Rajwade A., Banerjee A., Rangarajan A. Continuous image representations avoid the histogram binning problem in mutual information based image registration. ISBI 2006, 840-843.
39. Heidelberg Engineering, Heidelberg, Germany. Quantitative three-dimensional imaging of the posterior segment with the Heidelberg Retina Tomograph; 1999.
40. Pratt W.K. Digital image processing 1991, Wiley, New York. 2nd ed.
41. J. Vandekerckhove. General simulated annealing algorithm. MATLAB central file exchange; June 2008. http://www.mathworks.com/matlabcentral/fileexchange/10548.
42. P.A. Legg. Multimodal retinal imaging: Improving accuracy and efficiency of image registration using Mutual Information. PhD thesis. School of Computer Science and Informatics, Cardiff University; 2010.
43. Paninski L. Estimating entropy on m bins given fewer than m samples. IEEE Trans Inform Theory September 2004, 50(9):2200-2203.
44. L. Kubecka, M. Skokan, J. Jan. Registration of bimodal retinal images - improving modifications. 25th Ann Int Conf IEEE Eng Med Biol Soc. IEMBS' 03, vol. 1, September 2003, pp. 599-602.
45. Legg P.A., Rosin P.L., Marshall D., Morgan J.E. A robust solution to multi-modal image registration by combining mutual information with multi-scale derivatives. MICCAI, vol. 1 2009, 616-623.
46. Pluim J.P.W., Antoine Maintz J.B., Viergever M.A. Image registration by maximization of combined mutual information and gradient information. IEEE Trans Med Imaging 2000, 19(8):809-814.
47. Rueckert D., Clarkson M.J., Hill D.L.G., Hawkes D.J. Non-rigid registration using higher-order mutual information. Med Imaging: Image Proces 2000, 43:8-447.
48. Russakoff D.B., Tomasi C., Rohlfing T., Maurer C.R. Image similarity using mutual information of regions. ECCV (3) 2004, 596-607.