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This book gives a novel approach to deblurr images and video frames blindly. It also gives a new de-noising techniques using total variation based technique and its applications on different images and video frames. The book also gives a new technique for improving the sharpness of the restored images using either ICA and total variation techniques. The proposed algorithm characterized with its fast convergence and sharper images and video frames.