Blog Articles

Basic Concepts of the Attention Mechanism

The attention mechanism is a widely used technique in deep learning. As its name suggests, attention allows a model to “focus” on the most relevant parts of the input data by assigning higher weights to important features. This helps stabilize gradients wh...

With the rapid advancement of deep learning in recent years, its application in pathology image analysis has become increasingly widespread. However, many existing models still rely heavily on supervised learning, and labeled data in medical imaging is often difficult and labor-intensive to obtain....