Discovering attractive segments in the user-generated video streams.

•We build a dataset, which includes video and time-sync comments, for segment popularity prediction.•We study the problem of video segment popularity prediction, which can help audiences to find attractive shots.•With the help of time-sync comments information mining, the model can better understanding the audiences.•Combining visual and text information can make results more precise.