Medical imaging enables real-time, patient-specific data for needle insertion. Motion planning algorithms guide needles, avoiding obstacles in soft tissue. Obstacle recognition is achieved using ROS and k-means clustering. Needle path finding involves scanning the body, representing it on a grid, applying distance constraints to avoid organs