Aneurysm detection involves identifying abnormal bulges in blood vessels, which can lead to life-threatening ruptures if not diagnosed and treated promptly. Advanced imaging techniques and machine learning algorithms are crucial in enhancing the accuracy and speed of detection, allowing for more effective patient management and intervention.