After the emergence of deep learning techniques, video classification task has gained much popularity among researchers. It has become an active area of research with applications in diverse fields 1.

Accurate differentiation of thyroid nodules is crucial for timely diagnosis of thyroid cancer. Most recent studies utilize grayscale ultrasound with deep learning to distinguish benign from malignant ...