We mainly focus on the problem of whether and how the text-guidance influences the visual attention during image viewing. We first conduct eye tracking experiments on 300 images under text-visual and visual conditions. Based on the subjective experiments, we perform qualitative and quantitative comparisons between the visual attention data collected under two conditions, and conclude that the text-guidance can significantly influence the visual attention, especially when the text-described target is a non-salient object. Finally, we evaluate the existing saliency models on our database, and find that existing models cannot well handle this text-induced saliency prediction task.