SemArt, the full name of which is Semantic Art, is a multimodal dataset for semantic art understanding. The dataset contains 21,384 fine art painting images, each of which is associated with some attributes and textual art reviews. For example, the image appears in an art catalog or is a museum collection. This dataset is helpful for studying art reviews of paintings and understanding art semantics.