Pathological diagnosis of thyroid nodules directly from ultrasonography by a weakly supervised deep learning framework.

The management of ultrasonography (ultrasonography) of thyroid nodules is often time consuming and may be inconsistent between observers.

To develop a novel dual attention-guided deep learning framework to inference histological status directly from thyroid ultrasonography without expensive image-level annotations.