Artificial intelligence (AI) has emerged as a transformative force in cardiovascular imaging, enhancing diagnostic accuracy and improving patient outcomes. This article reviews the innovative applications of AI in cardiovascular imaging, focusing on machine learning algorithms, image analysis techniques, and their clinical implications. By evaluating recent studies, we highlight the potential of AI to revolutionize cardiovascular diagnostics and explore future directions in this rapidly evolving field.