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The field of medical imaging has witnessed remarkable advancements in recent years, with the development of innovative techniques for denoising medical images standing at the forefront. Denoising plays a crucial role in enhancing the quality and accuracy of medical images by reducing the unwanted noise that can hinder diagnostic interpretation. This title signifies a focus on the latest breakthroughs and novel approaches in medical image denoising, aiming to overcome the challenges posed by noise and improve the overall clarity and precision of medical imaging. By leveraging cutting-edge technologies, such as artificial intelligence, machine learning, and deep learning, researchers and medical professionals are striving to revolutionize denoising methods, leading to more reliable and efficient diagnosis, treatment planning, and monitoring of various medical conditions. The innovation in medical image denoising techniques holds tremendous potential in transforming the field of medical imaging and improving patient care.