The attention mechanism is a technique where the model is trained to focus on specific parts of the input when generating the output. In image captioning, the attention mechanism is used to focus on specific parts of the image when generating each word of the caption. The additive attention mechanism proposed by Dzmitry Bahdanau is a popular attention mechanism used in image captioning.