Considering three elements of aesthetics: Multi-task self-supervised feature learning for image style classification

•Applying Self-Supervised Learning to the Learning of Unlabeled Aesthetic Image Features.•The current problem of self-supervised learning is adapted based on the particularity of aesthetic images.•Multiple self-supervised learning tasks are designed based on the three elements of aesthetics.•A style feature learning method based on multi-task self-supervised learning is proposed.