Imaging software developer Mirada Medical revealed during the American Society for Radiation Oncology (ASTRO) annual meeting that contours drawn using its deep-learning software are mostly indistinguishable from human-drawn contours.
Adapting the classic Turing test, Mirada conducted a blind survey of oncologists and dosimetrists, asking them to identify whether a contour was drawn by a human or a computer. Contours drawn by Mirada's new deep-learning contouring technology were mostly indistinguishable from human-drawn contours and were found to be suitable for treatment planning purposes, according to the company.













![A 53-year-old patient (patient number four) with a recurrent pituitary adenoma with extension of a cystic component of disease to the medial temporal lobe apparent on MRI (contoured in blue), and extension of disease to the left sphenoid bone and orbital apex apparent on [68Ga]Ga-DOTA-TATE (contoured in yellow).](https://img.auntminnie.com/mindful/smg/workspaces/default/uploads/2026/04/pituitary-tumor.QGsEnyB4bU.jpg?auto=format%2Ccompress&fit=crop&h=112&q=70&w=112)





