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)

BarcodeBERT: Transformers for Biodiversity Analysis. - Pablo Millan Arias; Niousha Sadjadi; Monireh Safari; ZeMing Gong; Austin T. Wang; Scott C. Lowe; Joakim Bruslund Haurum; Iuliia Zarubiieva; Dirk Steinke; Lila Kari; Angel X. Chang; Graham W. Taylor (CoRR, 2023)

BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity. - Zahra Gharaee; Scott C. Lowe; ZeMing Gong; Pablo Millan Arias; Nicholas Pellegrino; Austin T. Wang; Joakim Bruslund Haurum; Iuliia Zarubiieva; Lila Kari; Dirk Steinke; Graham W. Taylor; Paul W. Fieguth; et al. (NeurIPS, 2024)

Optimizing Image Capture for Computer Vision-Powered Taxonomic Identification and Trait Recognition of Biodiversity Specimens. - Alyson East; Elizabeth G. Campolongo; Luke Meyers; S. M. Rayeed; Samuel Stevens 001; Iuliia Zarubiieva; Isadora E. Fluck; Jennifer C. Girón; Maximiliane Jousse; Scott C. Lowe; Kayla I Perry; Isabelle Betancourt; et al. (CoRR, 2025)

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)