Sentence:  We use a deep convolutional neural network within an expectation maximization framework to take advantage of weakly labeled data like image level annotations or <WSD>keypoint</WSD> annotations. 
Meaning of the word marked with <WSD> tags:  An important point in an image, used in computer vision systems when detecting objects etc.