Watch fashion shows to tell clothing attributes.

•Collect two new clothing video datasets and two new clothing attribute image datasets.•A novel semi-supervised approach is proposed for clothing attribute learning.•Unsupervised triplet network is trained with unlabeled video clothing data.•Demonstrate the effectiveness of video context to predict clothing attributes.