A Novel Metric for Performance Evaluation of Image Fusion Algorithms
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 32771
A Novel Metric for Performance Evaluation of Image Fusion Algorithms

Authors: Nedeljko Cvejic, Artur Łoza, David Bull, Nishan Canagarajah

Abstract:

In this paper, we present a novel objective nonreference performance assessment algorithm for image fusion. It takes into account local measurements to estimate how well the important information in the source images is represented by the fused image. The metric is based on the Universal Image Quality Index and uses the similarity between blocks of pixels in the input images and the fused image as the weighting factors for the metrics. Experimental results confirm that the values of the proposed metrics correlate well with the subjective quality of the fused images, giving a significant improvement over standard measures based on mean squared error and mutual information.

Keywords: Fusion performance measures, image fusion, non-reference quality measures, objective quality measures.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1070805

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 2773

References:


[1] H. Maitre and I. Bloch, "Image fusion", Vistas in Astronomy, Vol. 41, No. 3, pp. 329-335, 1997.
[2] S. Nikolov, P. Hill, D. Bull, and N. Canagarajah, "Wavelets for image fusion", Wavelets in Signal and Image Analysis, Kluwer, Dordrecht, The Netherlands, pp. 213-244, 2001.
[3] D. Ryan and R. Tinkler, "Night pilotage assessment of image fusion", Proc. SPIE, Vol. 2465, Orlando, FL, pp. 50-67, 1995.
[4] A. Toet and E. M. Franken "Perceptual evaluation of different image fusion schemes", Displays, Vol. 24, No. 1, pp. 25-37, 2003.
[5] G. Piella, "A general framework for multiresolution image fusion: from pixels to regions", Information Fusion, Vol. 9, pp. 259-280, 2003.
[6] H. Li, B. S. Manjunath, and S. K. Mitra, "Multisensor image fusion using the wavelet transform", Graphical Models and Image Processing, Vol. 57, No. 3, pp. 235-245, 1995.
[7] O. Rockinger, "Image sequence fusion using a shift invariant wavelet transform. Proc. IEEE International Conference on Image Processing, Washington, DC, pp. 288-291, 1997.
[8] C. Xydeas and V. Petrovic "Objective pixel-level image fusion performance measure", In Proc. SPIE, Vol. 4051, Orlando, FL, pp. 88- 99, 2000
[9] G. H. Qu, D. L. Zhang, and P. F. Yan "Information measure for performance of image fusion", Electronics Letters, Vol. 38, No. 7, pp. 313-315, 2002.
[10] Z. Wang and A. C. Bovik. "A universal image quality index" IEEE Signal Processing Letters, Vol. 9, No. 3, pp. 81-84, 2002.
[11] G. Piella and H. Heijmans, "A new quality metric for image fusion" In Proc. Int. Conf. Image Processing, Barcelona, Spain, pp. 173-6, 2003.