Text line segmentation is one of the key steps in historical document understanding. It challenging due to variety fonts, contents, writing styles and quality documents that have degraded through years. In this paper, we address limitations currently prevent people from building models with a high generalization capacity. We present study conducted using three state-of-the-art systems Doc-UFCN,...