Benchmark Datasets for Clothing Attribute Recognition

a comparative summary of key clothing attribute recognition datasets published between 2012 and 2019. It lists each dataset’s publication year, image count, number of categories and attributes, key annotation features, and data sources. The table highlights the evolution from small curated collections to large-scale, richly annotated datasets sourced from online shopping sites and fashion platforms.