This dissertation contains the study of variational models for image restoration which address problems in auto-focusing for blind image deblurring, the blind recovery of blurred images that have been further degraded by occlusions, multiscale image decomposition, contrast and geometry preserving denoising, dynamics for standard denoising problems, staircase reduction in texture extraction problems, and high order duality based methods. |