Image restoration techniques employ a variety of methods to repair the quality of degraded or damaged images. These techniques often involve complex algorithms that process the image data to detect areas of damage and then apply appropriate modifications. Frequent techniques include noise reduction, deblurring, and super-resolution. Noise reduction