This paper proposes an PTAS for k-means clustering of lines. The key contribution is the construction of a small coreset, on which brute force algorithms are run. The authors also extend this to the streaming setting. An important computer vision application is used as motivation. The authors should revise the final version to address the issues raised by the reviewers, and make it more readable to researchers in related but not in the exact area.