Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Image restoration is an ill-posed problem that must be regularized in order to reduce noise amplification in the restored image. Although quadratic penalty terms allow for fast restoration algorithms based on the fast Fourier transform (FFT), they often lead to images whose discontinuities are not ll preserved. On the other hand, edge-preserving penalty terms can produce better results at the expense of computational efficiency. A restoration technique exploiting the Woodbury matrix identity was recently presented. Hover, its performance decreases when the number of discontinuities becomes significant. To overcome this problem,  propose a simple preconditioner to be employed in conjunction with the preconditioned nonlinear conjugate gradient method. Experiments are employed to demonstrate the effectiveness of our approach.
['Stéphane Pelletier', 'Jeremy R. Cooperstock']
I am writing a research paper on a idea Efficient image restoration with the Huber-Markov prior model
[{"from": "human", "value": "I am writing a research paper on a idea Efficient image restoration with the Huber-Markov prior model"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Image restoration is an ill-posed problem that must be regularized in order to reduce noise amplification in the restored image. Although quadratic penalty terms allow for fast restoration algorithms based on the fast Fourier transform (FFT), they often lead to images whose discontinuities are not ll preserved. On the other hand, edge-preserving penalty terms can produce better results at the expense of computational efficiency. A restoration technique exploiting the Woodbury matrix identity was recently presented. Hover, its performance decreases when the number of discontinuities becomes significant. To overcome this problem,  propose a simple preconditioner to be employed in conjunction with the preconditioned nonlinear conjugate gradient method. Experiments are employed to demonstrate the effectiveness of our approach."}]