Fusion of multimodal medical images using Daubechies complex wavelet transform - A multiresolution approach

Information Fusion

Volumn 19, Issue 1, 2014, Pages 49-60

  Singh, Rajiv ^a   Khare, Ashish ^a  

^a UNIVERSITY OF ALLAHABAD   (India)

Author keywords

Daubechies complex wavelet transform; Fusion metrics; Medical imaging; Multimodal medical image fusion; Phase information; Wavelet transform

Indexed keywords

IMAGE FUSION; MATHEMATICAL TRANSFORMATIONS; MEDICAL IMAGING; PRINCIPAL COMPONENT ANALYSIS; WAVELET TRANSFORMS;

COMPLEX WAVELET TRANSFORMS; DUAL TREE COMPLEX WAVELET TRANSFORM (DT-CWT); FUSION METRICS; LIFTING WAVELET TRANSFORMS; MULTIMODAL MEDICAL IMAGES; NON SUBSAMPLED CONTOURLET TRANSFORM (NSCT); PHASE INFORMATION; STATIONARY WAVELET TRANSFORMS;

DISCRETE WAVELET TRANSFORMS;

EID: 84897983786     PISSN: 15662535     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.inffus.2012.09.005     Document Type: Article

References (53)

1. B.V. Dasarathy Information fusion in the realm of medical applications - a bibliographic glimpse at its growing appeal Information Fusion 13 1 2012 1 9
2. S.P. Constantinos, M.S. Pattichis, E.M. Tzanakou, Medical imaging fusion applications: an Overview, in: Conference Record of the Thirty-Fifth Asilomar Conference on Signals, Systems and Computers, vol. 2, 2001, pp. 1263-1267.
3. H. Schoder, H.W. Yeung, M. Gonen, D. Kraus, and S.M. Larson Head and neck cancer: clinical usefulness and accuracy of PET/CT image fusion Radiology 231 1 2004 65 72
4. Y. Nakamoto, K. Tamai, T. Saga, T. Higashi, T. Hara, T. Suga, T. Koyama, and K. Togashi Clinical value of image fusion from MR and PET in patients with head and neck Cancer Molecular Imaging and Biology 11 1 2009 46 53
5. F.L. Giesel, A. Mehndiratta, J. Locklin, M.J. McAuliffe, S. White, P.L. Choyke, M.V. Knopp, B.J. Wood, U. Haberkorn, and H.V. Tengg-Kobligk Image fusion using CT, MRI and PET for treatment planning, navigation and follow up in percutaneous RFA Experimental Oncology 31 2 2009 106 114
6. N. Kannathal, U.R. Acharya, E.Y.K. Ng, S.M. Krishnan, L.C. Min, and S. Laxminarayan Cardiac health diagnosis using data fusion of cardiovascular and haemodynamic signals Computer Methods and Programs in Biomedicine 82 2 2006 87 96
7. A.I. Hernandez, G. Carrault, F. Mora, L. Thoraval, G. Passariello, and J.M. Schleich Multisensor fusion for atrial and ventricular activity detection in coronary care monitoring IEEE Transactions on Biomedical Engineering 46 10 1999 1186 1190
8. E. Kenneth, A.U. Rajendra, N. Kannathal, C.M. Lim, Data fusion of multimodal cardiovascular signals, in: 27th Annual Conference of the IEEE Engineering in Medicine and Biology Society, 2005, pp. 4689-4692.
9. F. Lindseth, S. Ommedal, J. Bang, G. Unsgard, and T.A.N. Hernes Image fusion of ultrasound and MRI as an aid for assessing anatomical shifts and improving overview and interpretation in ultrasound-guided neurosurgery International Congress Series 1230 2001 254 260
10. G.M. Rojas, U. Raff, J.C. Quintana, I. Huete, and M. Hutchinson Image fusion in neuroradiology: three clinical examples including MRI of Parkinson disease Computerized Medical Imaging and Graphics 31 1 2007 17 27
11. S.G. Nikolov, P.R. Hill, D.R. Bull, and C.N. Canagarajah Wavelets for image fusion A. Petrosian, F. Meyer, Wavelets in Signal and Image Analysis, Computational Imaging and Vision Series 2001 Kluwer Academic Publishers Dordrecht, The Netherlands 213 244
12. O. Rockinger, T. Fechner, Pixel level fusion: the case of image sequences, in: Signal Processing, Sensor Fusion, and Target Tracking (SPIE), vol. 3374, 1998, pp. 378-388.
13. A. Khare, M. Khare, Y.Y. Jeong, H. Kim, and M. Jeon Despeckling of medical ultrasound images using complex wavelet transform Signal Processing 90 2 2010 428 439
14. A. Khare, U.S. Tiwary, and M. Jeon Daubechies complex wavelet transform based multilevel shrinkage for deblurring of medical images in presence of noise International Journal on Wavelets, Multiresolution and Information Processing 7 5 2009 587 604
15. D. Clonda, J.M. Lina, and B. Goulard Complex Daubechies wavelets: properties and statistical image modeling Signal Processing 84 1 2004 1 23
16. S. Li, B. Yang, and J. Hu Performance comparison of different multi-resolution transforms for image fusion Information Fusion 12 2 2011 74 84
17. A. Baradarani, Q.M. Jonathan Wu, M. Ahmadi, and P. Mendapara Tunable halfband-pair wavelet filter banks and application to multifocus image fusion Pattern Recognition 45 2 2012 657 671
18. A.A. Goshtasby, and S. Nikolov Image fusion: advances in the state of the art, Guest editorial Information Fusion 8 2 2007 114 118
19. V. Petrovic, Multisensor Pixel-level image fusion, Phd dissertation, University of Manchester, 2001.
20. J.J. Lewis, R.J. O'Callaghan, S.G. Nikolov, D.R. Bull, C.N. Canagarajah, Region-based image fusion using complex wavelets, in: Proceedings of the 7th International Conference on Information Fusion (Fusion 2004), International Society of Information Fusion (ISIF), Stockholm, 2004, pp. 555-562.
21. Z. Yunfeng, Y. Yixin, F. Dongmei, Decision-level fusion of infrared and visible images for face recognition, in: Control and Decision Conference (CCDC), 2008, pp. 2411-2414.
22. V.P.S. Naidu, and J.R. Raol Pixel-level image fusion using wavelets and principal component analysis Defence Science Journal 58 3 2008 338 352
23. Y. Chibani Additive integration of SAR features into multispectral SPOT images by means of the a trous wavelet decomposition ISPRS Journal of Photogrammetry & Remote Sensing 60 5 2006 306 314
24. S. Daneshvar, and H. Ghassemian MRI and PET image fusion by combining IHS and retina-inspired models Information Fusion 11 2 2010 114 123
25. J.B. Antoine Maintz, and M.A. Viergever A survey of medical image registration Medical Image Analysis 2 1 1998 1 36
26. S.G. Mallat A theory for multiresolution signal decomposition: the wavelet representation IEEE Transaction on Pattern Analysis and Machine Intelligence 11 7 1989 674 693
27. P. Burt, and E. Adelson The laplacian pyramid as a compact image code IEEE Transactions on Communications 31 4 1983 532 540
28. P.J. Burt, R.J. Kolczynski, Enhanced image capture through fusion, in: Proceedings of the 4th IEEE International Conference on Computer Vision (ICCV '93), 1993, pp. 173-182.
29. A. Toet, J.J. Van Ruyven, and J.M. Valeton Merging thermal and visual images by a contrast pyramid Optical Engineering 28 7 1989 789 792
30. A. Toet Image fusion by a ratio of low-pass pyramid Pattern Recognition Letters 9 4 1989 245 253
31. H. Li, B.S. Manjunath, and S.K. Mitra Multisensor image fusion using the wavelet transform Graphical Models and Image Processing 57 3 1995 235 245
32. C. Shangli, H.E. Junmin, L. Zhongwei, Medical images of PET/CT weighted fusion based on wavelet transform, in: The Second International Conference on Bioinformatics and Biomedical Engineering (ICBBE), 2008, pp. 2523-2525.
33. G. Piella, H. Heijmans, Multiresolution image fusion guided by a multimodal segmentation, in: Proceedings of ACIVSs (Advanced Concepts for Intelligent Vision Systems), Ghent, Belgium, 2002, pp. 175-182.
34. S. Kor, U.S. Tiwary, Feature level fusion of multimodal medical images in lifting wavelet transform domain, in: 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS '04), vol. 1, 2004, pp. 1479-1482.
35. Y. Liu, J. Yang, J. Sun, PET/CT medical image fusion algorithm based on multiwavelet transform, in: Second International Conference on Advanced Computer Control (ICACC), vol. 2, 2010, pp. 264-268.
36. A. Khare, U.S. Tiwary, W. Pedrycz, and M. Jeon Multilevel adaptive thresholding and shrinkage technique for denoising using Daubechies complex wavelet transform The Imaging Science Journal 58 6 2010 340 358
37. G.H. Granlund, and H. Knutsson Signal Processing for Computer Vision 1995 Kluwer Academic Publishers Boston
38. I.W. Selesnick, R.G. Baraniuk, and N.G. Kingsbury The dual-tree complex wavelet transform IEEE Signal Processing Magazine 22 6 2005 123 151
39. J.J. Lewis, R.J. O'Callaghan, S.G. Nikolov, D.R. Bull, and N. Canagarajah Pixel and region based fusion with complex wavelets Information Fusion 8 2 2007 119 130
40. P. Hill, N. Canagarajah, D. Bull, Image fusion using complex wavelets, in: Proceedings of the 13th British Machine Vision Conference, Cardiff, UK, 2002.
41. W. Lawton Applications of complex valued wavelet transform in subband decomposition IEEE Transactions on Signal Processing 41 12 1993 3566 3568
42. J.M. Lina, and M. Mayrand Complex daubechies wavelets Journal of Applied and Computational Harmonic Analysis 2 3 1995 219 229
43. A. Khare, and U.S. Tiwary Symmetric Daubechies complex wavelet transform and its application to denoising and deblurring WSEAS Transactions on Signal Processing 2 5 2006 738 745
44. A. Khare, U.S. Tiwary, Daubechies complex wavelet transform based moving object tracking, in: IEEE Symposium on Computational Intelligence in Image and Signal Processing, Honolulu, Hawaii, USA, 2007, pp. 36-40.
45. I. Daubechies, Ten Lectures on Wavelets, SIAM, 1992.
46. N. Skarbnik, Y.Y. Zeevi, C. Sagiv, The Importance of Phase in Image Processing, Tech. Report, 2010, pp. 1-30.
47. A. Khare, and U.S. Tiwary Soft-thresholding for denoising of medical images - a multiresolution approach International Journal on Wavelets, Multiresoultion and Information Processing 3 4 2005 477 496
48. R. Singh, M. Vatsa, A. Noore, Multimodal medical image fusion using redundant wavelet transform, in: Seventh International Conference on Advances in, Pattern Recognition, 2009, pp. 232-235.
49. J.G.P.W. Clevers, and R. Zurita-Milla Multisensor and multiresolution image fusion using the linear mixing model T. Stathaki, Image Fusion: Algorithms and Applications 2008 Academic Press Elsevier 67 84
50. J. Tian, L. Chen, L. Ma, and W. Yu Multi-focus image fusion using a bilateral gradient-based sharpness criterion Optics Communications 284 1 2011 80 87
51. K. Kotwal, and S. Chaudhuri A novel approach to quantitative evaluation of hyperspectral image fusion techniques Information Fusion 14 1 2013 5 18
52. C.S. Xydeas, and V. Petrovic Objective image fusion performance measure Electronics Letters 36 4 2000 308 309
53. C. Ramesh, T. Ranjith, Fusion performance measures and a lifting wavelet transform based algorithm for image fusion, in: Proceedings of the Fifth International Conference on Information Fusion, vol. 1, 2002, pp. 317-320.