In 2025, top medical image annotation tools include Labellerr, Encord, 3D Slicer, Labelbox, Kili. These platforms support various medical imaging tasks like CT, MRI, and X-ray annotation, offering AI-assisted labeling, 3D rendering, and privacy features for healthcare AI applications.