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IN THIS STUDY WE PROPOSE TO RESTORE IMAGES CORRUPTED BY DATA-DEPENDENT MULTIPLICATIVE NOISE(OF GAMMA OR GAUSSIAN DISTRIBUTION AND LINEAR SHIFT-INVARIANT BLUR)USING A VARIATIONAL FRAMEWORK.