This paper provides a thorough overview of the vital role diagnostic medical physicists play in the medical field, focusing on diagnostic radiology. This paper investigates the relationship between medical practices and physics highlights the fundamental role that physics plays in understanding the cosmos and outlines the numerous applications of physics, including medical physics. The paper's main focus is on the many applications of medical physics, especially in diagnostic imaging, which includes nuclear medicine, radiation therapy, MRIs, CT scans, X-rays, and ultrasound. There is an in-depth discussion of specialized fields such as radiation protection, nuclear medicine, diagnostic radiology, and radiotherapy physics. The authors stress the importance of medical physics in the prevention, diagnosis, and treatment of disease, providing new technologies such as Positron-Emission Tomography (PET) that provide insights into structural and biological changes. The article outlines the duties of diagnostic medical physicists, including quality assurance and control as well as equipment evaluation and compliance. The critical role that radiation treatment programs play in preserving patient, staff and public safety is emphasized. The authors discuss how modern radiation therapy is becoming more complex and how important strong protocols are for patient safety. The important role that medical physicists play in guaranteeing the highest standards of medical care is highlighted, along with the European Union's efforts to standardize radiotherapy treatments among its member states. It is recommended that the health care system needs medical physicists to ensure the safety and protection of both patients and medical/ x-ray staff.