Content-based image retrieval (CBIR) system with relevance feedback. which uses the algorithm for feature-vector (FV) dimension reduction. is described. Feature-vector reduction (FVR) exploits the clustering of FV components for a given query. https://cosmeticssquadets.shop/product-category/sun-hats/