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Phase regularisation for single image super-resolution reconstruction

Phase regularisation for single image super-resolution reconstruction

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A novel single image super-resolution reconstruction algorithm is proposed. Based on the geometrical model on the phases of complex wavelet coefficients of the image, a new image prior model leads to a powerful regularisation strategy for image super-resolution reconstruction, which is applicable to general image structures. Experimental results show that the method is effective at preserving the visual detailed information.

References

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      • Sun, J., Xu, Z., Shum, H.: `Image super-resolution using gradient profile prior', IEEE Conf. CVPR, Anchorage, June 2008, USA, p. 1–8.
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      • M. Irani , S. Peleg . Motion analysis for image enhancement: resolution, occlusion and transparency. J. Vis. Commun. Image Represent. , 4 , 324 - 335
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      • M. Miller , N. Kingsbury . Image modeling using interscale phase properties of complex wavelet coefficients. IEEE Trans. Image Process. , 9 , 1491 - 1499
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      • T. Goldstein , S. Osher . The split Bregman method for L1 regularized problems. SIAM J. Imaging Sci. , 2 , 323 - 343
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