Multi-Focus Image Fusion Using SFM and Wavelet Packet
Commenced in January 2007
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Multi-Focus Image Fusion Using SFM and Wavelet Packet

Authors: Somkait Udomhunsakul

Abstract:

In this paper, a multi-focus image fusion method using Spatial Frequency Measurements (SFM) and Wavelet Packet was proposed. The proposed fusion approach, firstly, the two fused images were transformed and decomposed into sixteen subbands using Wavelet packet. Next, each subband was partitioned into sub-blocks and each block was identified the clearer regions by using the Spatial Frequency Measurement (SFM). Finally, the recovered fused image was reconstructed by performing the Inverse Wavelet Transform. From the experimental results, it was found that the proposed method outperformed the traditional SFM based methods in terms of objective and subjective assessments.

Keywords: Multi-focus image fusion, Wavelet Packet, Spatial Frequency Measurement.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1092601

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References:


[1] Li S., Kwok J.T., Wang Y., "Combination of images with diverse focuses using the spatial frequency,” Information Fusion, pp.169-176, 2001.
[2] P.T. Burt, and E.H. Andelson, "The Laplacian pyramid as a compact image code,” IEEE Transactions on Communication, pp.532-540, 1983.
[3] A, Toet,L.J. van Ruyven, and J.M. Valeton, "Merging thermal and visual images by a contrast pyramid,” Optical Engineering, pp.789-792, 1989.
[4] Toet A., "Multiscale contrast enhancement with application to image fusion,” Optical Engineering, pp. 1026-1031, 1992.
[5] Gonzalo Pajares, and Jesus Manuel la Cruz, "A wavelet-based image fusion tutorial,” Pattern Recognition, pp.1855-1872, 2004.
[6] G.Piella, "A general framework for multiresolution image fusion:from pixel to regions,” Information Fusion, pp.259-280, 2003.
[7] Wang W., Shui P., and Song G., "Multifocus image fusion in wavelet domain,” International Conference on Machine Learning and Cybernetics, pp.2887-2890, 2003.
[8] J. C. Goswami and A. K. Chan, Fundamentals of Wavelets. John Wiley & Sons, 1999, ch. 9.
[9] S. Grgic, M. Grgic, and M. Mrak, "Reliability of Objective Picture Quality Measurement”, Journal of Electrical Engineering, vol. 55, no. 1-2, pp. 3-10, 2004.