In the fast-paced world of digital imagery, where images are captured, transmitted, and processed at an unprecedented rate, ensuring high-quality visual data is essential. However, this pursuit is often hampered by the presence of unwanted noise, which arises from various sources such as sensor limitations, transmission errors, or environmental factors.