The field of Medical Imaging, a vital area in healthcare that involves the visualization of the interior of a body for clinical analysis and medical intervention. The research will leverage modern techniques, including deep learning, computer vision, and signal processing, to develop innovative methodologies that improve the accuracy, efficiency, and accessibility of medical imaging applications. The projects will address key challenges in various imaging modalities such as MRI, CT, X-ray, ultrasound, and PET, and will aim to enhance diagnostic capabilities, treatment planning, and patient outcomes.Through these diverse projects, this research aims to significantly enhance the field of medical imaging by developing innovative solutions that improve diagnostic accuracy, patient care, and the overall effectiveness of healthcare systems. Leveraging modern tools and methodologies, the research will address critical challenges and contribute valuable insights into the integration of advanced imaging technologies into clinical practice.