Due to the explosive growth of digital images. new efficient and effective methodologies and tools are needed in the image retrieval field. Compared to the content-based image retrieval approach that suffers from the semantic gap. the text-based image retrieval approach has demonstrated its efficiency in retrieving relevant images for a given query. https://4thmoontoyers.shop/product-category/loose-figure/