In this paper, we propose the Semantic-Based Image Retrieval (SBIR) system based on the deep learning technique; this system is called as SIR-DL that generates visual semantics based on classifying image contents. | SIR-DL: An architecture of semantic based image retrieval using deep learning technique and RDF triple language