The thesis focuses on content-based image structure representation and classification. As a widely used technology, CBIR has been given more and more attention, and many achievements have been developed and applied in real world. However, there still exist key issues in the research domain of content based image retrieval and classification. Recently, a fewer of researchers took into account that Recursive Neural Network (RNN) can be employed to represent the structural patterns and implement the classifica...