How we find and update Points of Interest from street-level imagery

The second step is "text recognition". "Using deep learning," Xing continues, "we classify text and filter out any "noise", such as windows or patterns, for example, which are sometimes misclassified as text. Our recurrent neural network uses a sequence model to transcribe the text, with an attention model focusing on specific parts of the images to better recognize individual characters, numbers and symbols."