Masato Shirai

Herbarium specimens in the age of artificial intelligence: from herbarium image identification to Integrative Taxonomic AI

Abstract Herbarium specimens are physical, verifiable records that form the basis of taxonomic knowledge and biodiversity research. Their large-scale digitization has produced extensive collections of high-resolution images and associated specimen metadata, creating conditions in...