A Step Towards Worldwide Biodiversity Assessment: The BIOSCAN-1M Insect Dataset. - Zahra Gharaee; ZeMing Gong; Nicholas Pellegrino; Iuliia Zarubiieva; Joakim Bruslund Haurum; Scott C. Lowe; Jaclyn T. A. McKeown; Chris C. Y. Ho; Joschka McLeod; Yi-Yun C. Wei; Jireh Agda; Sujeevan Ratnasingham; et al. (NeurIPS, 2023)

Towards a Taxonomy Machine: A Training Set of 5.6 Million Arthropod Images. - Dirk Steinke; Sujeevan Ratnasingham; Jireh Agda; Hamzah Ait Boutou; Isaiah C. H. Box; Mary Boyle; Dean Chan; Corey Feng; Scott C. Lowe; Jaclyn T. A. McKeown; Joschka McLeod; Alan G. Sanchez; et al. (Data, 2024)

A multi-modal dataset for insect biodiversity with imagery and DNA at the trap and individual level. - Johanna Orsholm; John Quinto; Hannu Autto; Gaia Banelyte; Nicolas Chazot; Jeremy deWaard; Stephanie deWaard; Arielle Farrell; Brendan Furneaux; Bess Hardwick; Nao Ito; Amlan Kar; et al. (CoRR, 2025)