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1995 International Conference on Image Processing (ICIP'95) - Volume 2
A multiresolution approach to color image restoration and parameter estimation using homotopy continuation method
Washington D.C.
October 23-October 26
ISBN: 0-8186-7310-9
P.K. Nanda, Dept. of Electr. Eng., Indian Inst. of Technol., Bombay, India
K. Sunil Kumar, Dept. of Electr. Eng., Indian Inst. of Technol., Bombay, India
S. Ghokale, Dept. of Electr. Eng., Indian Inst. of Technol., Bombay, India
U.B. Desai, Dept. of Electr. Eng., Indian Inst. of Technol., Bombay, India
We address the problem of color image restoration. We model the image as a Markov random field (MRF) and propose a restoration algorithm in a multiresolution framework. The incorporation of multiresolution technique significantly reduces the computational complexity of the restoration algorithm. The energy function at each resolution being non-convex, is minimized using the simulated annealing algorithm. The parameters which describe the MRF model at each resolution are computed a priori using the homotopy continuation method. Simulation results are presented to validate the proposed scheme.
Index Terms:
image colour analysis; image restoration; parameter estimation; computational complexity; simulated annealing; image resolution; Markov processes; random processes; multiresolution approach; color image restoration; parameter estimation; homotopy continuation method; Markov random field; restoration algorithm; computational complexity; energy function; simulated annealing algorithm; MRF model; simulation results
Citation:
P.K. Nanda, K. Sunil Kumar, S. Ghokale, U.B. Desai, "A multiresolution approach to color image restoration and parameter estimation using homotopy continuation method," icip, vol. 2, pp.2045, 1995 International Conference on Image Processing (ICIP'95) - Volume 2, 1995
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