Which shirt for my first date? Towards a flexible attribute-based fashion query system.

•The interactive attribute-based search system is created, which improves the user-experience than plain full-text search.•Part guided CNN is proposed which improves the performance of the recognition and retrieval.•Combination of classical computer vision methods with deep learning.•MRF-based color recognition and encoding method to improve the image retrieval task.