Web10K is a dataset sourced from web image search data with over 10K concepts. It consists of 38,176 queries and the corresponding 1M+ images returned by Bing Image Search. Web10K provides dense coverage of feasible adjective-noun and verb-noun combinations to enable learning of fine-grained differences in object appearance due to attributes.